diff --git a/README.md b/README.md
index f661438..beb1149 100644
--- a/README.md
+++ b/README.md
@@ -15,7 +15,7 @@ FTS5/BM25 + embeddingy + RRF. Nad týmto baseline sa vo vetve GraphRAG
 dopĺňa knowledge graph uložený v Neo4j. Aktuálne je implementovaná
 grafová infraštruktúra, deterministický builder, vizualizácia grafu a
 samostatné grafové vyhľadávanie. Grafová vrstva má zdrojovo overený benchmark a zmrazenú opravenú
-verziu v6 s regresiou 320 historických otázok, kontrolou všetkých vrátených
+verziu v7 s novým TESTom 80 kombinácií a regresiou 320 historických otázok, kontrolou všetkých vrátených
 typovaných faktov a samostatným overením generovania odpovedí cez OpenWebUI API. Ďalším krokom je natívne zapojenie grafového
 nástroja a hlavného agenta do OpenWebUI.
 
@@ -870,17 +870,22 @@ grafové vyhľadávanie je implementované v `tools/graphrag/graph_search.py`.
 GraphRAG zatiaľ nezasahuje do stabilného klasického `/rag` toku; ďalšia
 etapa spojí grafové výsledky s klasickým RAG a OpenWebUI nástrojom.
 
-Aktuálna evaluácia GraphRAG **v6** má DEV **722/722** a historickú regresiu
-**320/320**, vrátane kontroly všetkých vrátených typovaných faktov oproti raw
-Markdownom. Generovanie sa meria samostatne: 42 DEV a finálna regresia 320
-historických otázok vrátane týchto 42; nejde o nový nezávislý TEST.
-Strict výsledok generovania je **316/320 (98,75 %)**. Celá sada vrátane
-živých testov má **565 úspešných testov**, bez preskočených prípadov.
-V6 prenáša úplnosť a verziu dát do kontextu, kontroluje všetky citované URL
-oproti podkladom konkrétneho dotazu a spája názov/rok s tagom tej istej osoby.
-Priame čítanie zdrojov opravilo 15 očakávaní; v1–v5.1 ostávajú zachované.
-Finálne metriky, prvotné odpovede aj opravné pokusy a obmedzenia sú v
-[finálnej správe v6](tools/graphrag/evaluation/results/final_v6_2026-10-25/REPORT.md).
+Aktuálna evaluácia GraphRAG **v7** má DEV **1 046/1 046** a nový TEST
+**80/80** pre grafové vyhľadávanie aj finálne odpovede. Modelový DEV má
+**46/46**; pri novom TESTe prešlo na prvý pokus **77/80 (96,25 %)**,
+po jednej povolenej oprave **80/80 (100 %)**. Prirodzený text sa skladá
+z overených štruktúrovaných tvrdení. Sú to nové kombinácie nad známym
+korpusom a šablónami, nie neznáme osoby ani ľudsky anotovaný benchmark.
+Samostatná historická regresia má **319/320 (99,69 %)**; nepodložená
+odpoveď v zostávajúcom prípade bola odmietnutá pred doručením.
+
+Všetkých **591 testov** vrátane živých prešlo. V7 opravuje ignorovanie rokov
+mimo 20xx, kontrolu rozporných tvrdení o úplnosti, počtov, povinných tvrdení
+a citácií vrátane referenčného Markdownu a HTML. Začiatok štúdia vyžaduje
+explicitný zdroj, neodvodzuje sa z adresára; opravilo sa 10 očakávaní.
+Všetky v1–v6 merania ostávajú zachované.
+[Finálna správa v7](tools/graphrag/evaluation/results/final_v7_2026-10-26/REPORT.md)
+uvádza presný protokol, opravy, regresiu aj obmedzenia.
 
 Historická v4 mala grafový strict TEST 320/320, doplnkovú kontrolu kontextových
 faktov 319/320 a LLM TEST 281/300 (93,67 %). Pôvodné otázky aj výsledky
@@ -1108,9 +1113,10 @@ spoľahlivého zdroja.
 
 ### 2. GraphRAG evaluácia
 
-V6 má zmrazený graf a úplnú historickú regresiu **320/320**.
-[Finálna správa](tools/graphrag/evaluation/results/final_v6_2026-10-25/REPORT.md)
-oddeľuje retrieval a generovanie odpovedí; pôvodné v1–v5.1 sa nemenia.
+V7 má zmrazený graf, DEV **1 046/1 046** a nový TEST **80/80**.
+[Finálna správa](tools/graphrag/evaluation/results/final_v7_2026-10-26/REPORT.md)
+oddeľuje nový TEST od historickej regresie a vyhľadávanie od modelu
+s kontrolami a rendererom; pôvodné v1–v6 sa nemenia.
 Pred formálnym porovnaním s klasickým RAG potrebujeme spoločnú metodiku
 a ideálne otázky anotované nezávislým človekom. Nový nezávislý TEST vyžaduje
 nové otázky; opakované meranie odhalených otázok je regresia.
diff --git a/docs/graphrag_v7_2026-10-26_worklog.md b/docs/graphrag_v7_2026-10-26_worklog.md
new file mode 100644
index 0000000..8a53ee5
--- /dev/null
+++ b/docs/graphrag_v7_2026-10-26_worklog.md
@@ -0,0 +1,133 @@
+# Uzavretie bodu 3 — GraphRAG v7, 26. 10. 2026
+
+V7 opravuje konkrétne chyby z posledného auditu. Historické otázky,
+manifesty, tagy a výsledky v1–v6 zostávajú zachované. Záloha projektu,
+indexových súborov a grafu je v `/tmp/zp-v7-backup-20261026/`.
+
+## Opravy
+
+1. Dotaz rešpektuje ľubovoľný štvormiestny rok vrátane 1899, 1999, 2100
+   a 9999. Nepodporovaný zápis po „roku“, napríklad 10000 alebo 20xx,
+   sa odmieta cez `unsupported_year_constraint`. Podmienka sa nepremení
+   na vyhľadávanie bez časového obmedzenia.
+2. Upozornenie na neúplnosť už nepovoľuje kladné tvrdenie o úplnom zozname
+   v inej vete. Kontrola rozlišuje aj pravdivé popretie „Nie je to úplný
+   zoznam“. Testy obsahujú obe možnosti aj skloňované „všetkých študentov“.
+3. Model vyberá štruktúrované `claims`, `source_urls`, `status`, `count`;
+   `answer` ponecháva prázdne. Text pre používateľa zostaví
+   `render_graph_answer()` z overených hodnôt, bez gold a bez nových faktov.
+   Pôvodná HTTP odpoveď, parsované tvrdenia a vykreslená odpoveď ostávajú
+   osobitne uložené. Voľná próza modelu sa nepoužíva ako doručený text.
+4. Pri kontrole starého alebo neočakávaného voľného textu sa odmietajú
+   nepodložené číselné údaje. URL a doslovné hodnoty overených titulov sa
+   pred týmto porovnaním odlíšia od nových tvrdení. Prípad s dopísaným
+   rokom 2099 tak neprejde. Samotné porovnávanie čísel nie je úplný
+   sémantický analyzátor slovenčiny; doručený grafový text je preto
+   deterministický a obsahuje iba overené polia.
+5. `count` musí mať podklad v úplnej agregácii. Pozitívna faktová odpoveď
+   musí obsahovať tvrdenia a citácie; kontrolujú sa zdroje jednotlivých
+   uvedených atribútov. Prázdna úplná agregácia s počtom 0 je platná.
+6. Citácie sa kontrolujú v bežnom texte, inline a referenčnom Markdowne
+   aj HTML `href`/`src`, vrátane relatívnych URL, HTML entít a vnorených
+   zátvoriek v platnej URL. Povolené sú iba URL dodané pre konkrétny dotaz.
+7. Ročník adresára sa prestal používať ako začiatok štúdia. Builder aj
+   nezávislý oracle vyžadujú explicitnú vetu v texte. Graf uvádza
+   `start_year_basis=explicit_text|missing` a
+   `start_year_confidence=documented|unknown`. Oracle vedie `cohort_year`
+   oddelene; táto hodnota sa nevydáva za začiatok štúdia. Pri chýbajúcom
+   údaji nástroj vráti `missing_documented_start_year`.
+8. Hodnotenie mena povoľuje obmedzené gramatické prípony v prirodzenom
+   texte, ale štruktúrovanú identitu naďalej porovnáva presne. „Martina
+   NaN1“ sa nezamieňa za iného Martina. Pri deterministickom texte sú
+   mená aj tak v pôvodnom tvare. Parser JSON neprepisuje neplatné hodnoty;
+   jeden spoločný opravný požiadavok pre formát/kontext ostáva limitom.
+9. Evaluačné CLI vyžadujú explicitný dataset, audit a manifest. Odpovedný
+   runner vyžaduje aj zoznam DEV; historická regresia navyše vlastné ID.
+   Už nevyberajú v4 ako tichý predvolený benchmark. Hashované cesty kódu
+   generovania sú relatívne voči projektu, aby sa dali overiť aj inde.
+
+## Benchmark a oddelenie meraní
+
+Všetkých 1 042 odhalených v6 otázok prešlo do DEV. Pridali sa štyri
+potrebné regresné otázky na roky mimo 20xx. DEV má **1 046 otázok**.
+Odstránenie odhadu štúdia opravilo 10 očakávaní; údaje, ktoré dokument
+neuvádza, sa očakávajú ako nenájdené. ID ani text pôvodných otázok sa
+nevymazali. Zmeny sú v `v7_preparation/source_corrections.json`.
+
+Nový **TEST má 80 otázok**, 72 kladných a 8 záporných, vo všetkých
+desiatich kategóriách. Seed, kvóty a výber boli uložené pred vyhľadávaním.
+Žiadna logická query skupina sa neprekrýva s odhalenými otázkami ani DEV.
+Ide o nové kombinácie nad známou wiki, osobami a šablónami. Nie je to
+experiment s neznámymi osobami, novým korpusom alebo ľudskou anotáciou.
+
+Počet otázok v kategóriách je obmedzený dostupnými novými skupinami:
+spojenie autor–kategória má dve nové skupiny, výpis kategórií sedem.
+Kvóty sa neurčovali podľa úspechu retrievera. Reprezentatívnu vzorku
+20 otázok (dve z každej kategórie) skontrolovala AI priamo oproti
+Markdownom pred meraním. `source_review_packet.json` obsahuje pôvodné
+výňatky a dôkazy; `source_review.csv` závery. **Človek ju neanotoval.**
+Odstránenie odhadu z adresára teda rieši neistotu z auditu; nenahrádza
+nezávislú ľudskú anotáciu celého korpusu.
+
+Graf sa zmrazí po kompletnom DEV. Generovanie má vopred deklarovaných
+46 DEV otázok: predchádzajúcich 42 a štyri nové rokové regresie.
+Finálny nový TEST sa spustí raz po úspešnom DEV. Výsledky sa nepoužijú
+na ladenie tejto verzie. Všetkých 320 pôvodných historických otázok sa
+meria oddelene ako regresia; jej prekryv s modelovým DEV je priznaný.
+
+## Zmrazenie a nasadenie
+
+`frozen_v7.json` viaže implementáciu, raw Markdown, dataset, JSON vstupy,
+graf, publikačnú politiku a parametre. Deklarácia `frozen_answers.json`
+navyše fixuje model, prompt, renderer a presné ID merania. Kompletný
+`frozen_release_v7.json` pokrýva všetky runtime moduly a merané artefakty.
+
+Docker sa overuje cez `/health`, reálne `/rag`, grafové pozitívne aj
+negatívne dotazy, novú rokovú regresiu a chýbajúci začiatok štúdia.
+JSON, SQLite a Neo4j majú spoločnú generáciu po `/sync` s `pull_git=false`.
+Publikačná politika ostáva: iba explicitné `published=false` sa vylúči.
+
+## Príkazy
+
+Konfiguráciu načítajte z prostredia bez jej vypisovania. Pri reprodukcii
+vždy používajte nové výstupné cesty; existujúce otázky a merania neprepisujte.
+
+```bash
+# Jednorazové vyhlásenie benchmarku; hotový dataset neregenerovať.
+python -m tools.graphrag.evaluation.benchmark_v7
+
+RUN_NEO4J_TESTS=1 RUN_LIVE_TESTS=1 RUN_LIVE_RAG_E2E=1 \
+  HF_HUB_OFFLINE=1 TRANSFORMERS_OFFLINE=1 python -m pytest -q
+
+python -m tools.graphrag.evaluation.evaluate_graphrag \
+  --questions tools/graphrag/evaluation/graphrag_questions_v7.json --split dev \
+  --audit tools/graphrag/evaluation/results/v7_preparation/source_audit.json \
+  --output-dir NOVY_GRAF_DEV
+python -m tools.graphrag.evaluation.freeze_graphrag \
+  --questions tools/graphrag/evaluation/graphrag_questions_v7.json \
+  --dev-results NOVY_GRAF_DEV/graphrag_dev.json \
+  --audit tools/graphrag/evaluation/results/v7_preparation/source_audit.json \
+  --purpose independent_holdout --output NOVY_MANIFEST.json
+python -m tools.graphrag.evaluation.evaluate_graphrag \
+  --questions tools/graphrag/evaluation/graphrag_questions_v7.json --split test \
+  --audit tools/graphrag/evaluation/results/v7_preparation/source_audit.json \
+  --freeze-manifest NOVY_MANIFEST.json --output-dir NOVY_GRAF_DEV
+
+python -m tools.answer_evaluation.evaluate_graph_answers \
+  --questions tools/graphrag/evaluation/graphrag_questions_v7.json \
+  --audit tools/graphrag/evaluation/results/v7_preparation/source_audit.json \
+  --freeze-manifest NOVY_MANIFEST.json \
+  --dev-ids tools/graphrag/evaluation/results/v7_preparation/generation_dev_ids.json \
+  --split dev --output-dir NOVY_LLM_DEV
+```
+
+Pre nový TEST použite tie isté parametre, `--split test`,
+`--dev-results NOVY_LLM_DEV/answers_dev.json` a nový výstupný adresár.
+Pri historickej regresii použite `--split regression` a navyše
+`--regression-ids tools/graphrag/evaluation/results/v7_preparation/regression_ids.json`.
+Opakovaný beh už odhaleného TESTu je reprodukcia/regresia, nie ďalší
+nezávislý experiment. Po ladení podľa TESTu treba nový vopred deklarovaný TEST.
+
+Kompletné výsledky a zostávajúce metodické obmedzenia sú v
+[správe v7](../tools/graphrag/evaluation/results/final_v7_2026-10-26/REPORT.md).
+Ďalší blok je natívna integrácia nástrojov a hlavného agenta v OpenWebUI.
diff --git a/docs/vystupny_kontrakt.md b/docs/vystupny_kontrakt.md
index 6a2788b..099ce32 100644
--- a/docs/vystupny_kontrakt.md
+++ b/docs/vystupny_kontrakt.md
@@ -1,5 +1,9 @@
 # Spoločný výstupný kontrakt RAG a GraphRAG
 
+V7 rozširuje kontrolu formátov citácií a rozporov v úplnosti. Grafové
+generovanie má validované štruktúrované tvrdenia a deterministický renderer.
+[Aktuálny protokol](graphrag_v7_2026-10-26_worklog.md).
+
 V6 prenáša polia úplnosti a verzie aj do kontextu LLM a kontroluje ich pri
 generovaní. Kontrola citácií sa vzťahuje na zoznam aj odkazy v texte odpovede.
 [Implementácia, meranie a obmedzenia](graphrag_v6_2026-10-25_worklog.md).
diff --git a/test/test_bod3_closure.py b/test/test_bod3_closure.py
new file mode 100644
index 0000000..f1b4df7
--- /dev/null
+++ b/test/test_bod3_closure.py
@@ -0,0 +1,113 @@
+import copy
+import json
+
+import pytest
+
+from tools.answer_evaluation.context_policy import answer_context_issues, citation_check, coverage_issues, prose_issues, text_contains_value
+from tools.answer_evaluation.checked_generation import generate_checked_answer
+from tools.answer_evaluation.render_answer import render_graph_answer
+from tools.graphrag.graph_search import extract_query_constraints
+from tools.graphrag.graphrag import extract_start_year
+
+
+@pytest.fixture
+def context():
+    return {'status': 'ok', 'complete': True, 'truncated': False, 'aggregation': None,
+            'sources': [{'source_url': 'https://example.test/students/2018/eva'}],
+            'facts': [{'person': 'Eva Nová', 'year': 2026, 'title': 'Práca o 3 modeloch',
+                       'source_url': 'https://example.test/students/2018/eva'}], 'answer_candidates': []}
+
+
+@pytest.fixture
+def answer(context):
+    return {'answer': '', 'status': 'ok', 'claims': [{'person': 'Eva Nová', 'year': 2026, 'title': 'Práca o 3 modeloch'}],
+            'source_urls': [context['sources'][0]['source_url']], 'count': None}
+
+
+@pytest.mark.parametrize('year', [1899, 1999, 2099, 2100, 9999])
+def test_year_constraint_is_never_silently_dropped(year):
+    assert extract_query_constraints(f'Aká práca je v roku {year}?')['years'] == [year]
+
+
+@pytest.mark.parametrize('text', ['Toto je úplný zoznam. Výpis je neúplný.',
+                                'Uvádzam všetkých študentov. Výpis je neúplný.',
+                                'Úplný zoznam, ale dôkazy sú orezané.'])
+def test_caveat_does_not_license_contradictory_exhaustive_claim(text):
+    assert 'unsupported_exhaustive_statement' in coverage_issues({'answer': text, 'status': 'ok'}, {'complete': False})
+
+
+@pytest.mark.parametrize('text', ['Výpis je neúplný.', 'Toto nie je úplný zoznam.', 'Nie je to úplný zoznam.'])
+def test_truthful_scope_notice_is_not_rejected(text):
+    assert coverage_issues({'answer': text, 'status': 'ok'}, {'complete': False}) == []
+
+
+@pytest.mark.parametrize('text', ['[zdroj][s]\n\n[s]: /vymysleny', '<a href="/vymysleny">zdroj</a>',
+                                '<img src="//evil.test/x">', '[s]: javascript:alert(1)',
+                                '<a href="https:&#47;&#47;evil.test/x">x</a>'])
+def test_all_citation_syntaxes_are_checked(text):
+    assert not citation_check({'answer': text, 'source_urls': []}, {'https://example.test/a'})['citations_ok']
+
+
+def test_legitimate_balanced_parentheses_and_reference_html_links():
+    url = 'https://example.test/a_(b)'
+    text = f'[x]({url}) a {url}.\n[s]: <{url}>\n<a href="{url}">x</a>'
+    assert citation_check({'answer': text, 'source_urls': [url]}, {url})['citations_ok']
+
+
+def test_count_requires_explicit_complete_aggregation(context, answer):
+    answer['count'] = 98765
+    assert 'unsupported_total_count' in answer_context_issues(answer, context, check_text=False)
+
+
+@pytest.mark.parametrize('field,issue', [('claims', 'missing_required_claims'), ('source_urls', 'missing_required_citations')])
+def test_positive_answer_needs_facts_and_citations(context, answer, field, issue):
+    answer[field] = []
+    assert issue in answer_context_issues(answer, context, check_text=False)
+
+
+def test_every_claim_field_needs_its_source(context, answer):
+    context['facts'].append({'person': 'Eva Nová', 'keyword': 'python', 'source_url': 'https://example.test/child'})
+    context['sources'].append({'source_url': 'https://example.test/child'})
+    answer['claims'][0]['keyword'] = 'python'
+    assert 'missing_claim_source' in answer_context_issues(answer, context, check_text=False)
+    answer['source_urls'].append('https://example.test/child')
+    assert answer_context_issues(answer, context, check_text=False) == []
+
+
+def test_wrong_extra_prose_year_is_rejected_but_citation_path_year_is_not(context, answer):
+    answer['answer'] = 'Eva Nová má prácu z roku 2026. ' + answer['source_urls'][0]
+    assert prose_issues(answer) == []
+    answer['answer'] += ' Obhajoba bola v roku 2099.'
+    assert prose_issues(answer) == ['unsupported_prose_number']
+
+
+def test_renderer_uses_only_validated_fields_and_preserves_model_reply(context, answer):
+    original = copy.deepcopy(answer)
+    def complete(_): return {'choices': [{'message': {'content': json.dumps(answer)}}]}
+    result = generate_checked_answer('Názov a rok?', context, 'Pokyny', complete)
+    parsed_original = {key: value for key, value in original.items() if value is not None}
+    assert result['accepted_for_delivery'] and result['model_answer'] == parsed_original
+    assert result['attempts'][0]['answer'] == parsed_original
+    assert result['attempts'][0]['response']['choices'][0]['message']['content'] == json.dumps(original)
+    assert '2026' in result['answer']['answer'] and 'Práca o 3 modeloch' in result['answer']['answer']
+    assert answer == original
+
+
+def test_zero_count_is_valid_without_claims_or_sources():
+    context = {'status': 'ok', 'facts': [], 'sources': [], 'complete': True,
+               'aggregation': {'count': 0, 'complete': True}}
+    answer = {'answer': '', 'status': 'ok', 'claims': [], 'source_urls': [], 'count': 0}
+    rendered = render_graph_answer(answer, context)
+    assert answer_context_issues(rendered, context) == []
+
+
+def test_directory_cohort_does_not_become_study_start():
+    assert extract_start_year('pages/students/2016/eva/README.md', [{'text': 'Diplomová práca 2026'}]) is None
+    assert extract_start_year('pages/students/2016/eva/README.md', [{'text': 'Rok začiatku štúdia: 2017'}]) == 2017
+    assert extract_start_year('pages/students/2016/eva/README.md', [{'text': 'Beginning of the study: 2018'}]) == 2018
+
+
+def test_person_inflection_keeps_distinct_names_distinct():
+    assert text_contains_value('Adriána Remiáša a Martina NaN1', 'Martin NaN1', person=True)
+    assert not text_contains_value('Martin Jančura', 'Martin NaN1', person=True)
+    assert not text_contains_value('Martin Malinovský', 'Martin Malý', person=True)
diff --git a/tools/answer_evaluation/README.md b/tools/answer_evaluation/README.md
index cf4999a..96d3cc6 100644
--- a/tools/answer_evaluation/README.md
+++ b/tools/answer_evaluation/README.md
@@ -1,6 +1,29 @@
 # Generovanie odpovedí nad zmrazeným grafom
 
-Aktuálne meranie **v6** je historická regresia 320 známych otázok vrátane
+Aktuálne meranie **v7** používa 46 známych DEV otázok, nový query-group TEST
+80 otázok a oddelenú historickú regresiu 320 otázok.
+Model vracia štruktúrované tvrdenia, `answer` je prázdne. Aplikácia overí
+fakty, väzby, počty a citácie a vykreslí prirodzený text deterministicky.
+Voľná próza modelu sa ako finálna odpoveď nedoručuje. Pôvodné HTTP odpovede,
+parsované aj vykreslené odpovede a každý opravný pokus sú uložené.
+
+Nový TEST má prvý pokus **77/80 (96,25 %)** a finálny výsledok **80/80**;
+jednu opravu potrebovali tri otázky. Historická regresia má 319/320,
+s jedným odmietnutým nepodloženým akademickým názvom. Nejde o meranie voľnej jazykovej
+formulácie ani neznámeho korpusu. Modelový DEV má 46/46.
+[Správa v7](../graphrag/evaluation/results/final_v7_2026-10-26/REPORT.md).
+
+Všetky evaluačné vstupy treba zvoliť explicitne. Nový TEST používa
+`--split test`; známa regresia `--split regression --regression-ids ...`.
+Oba potrebujú dokončený `--dev-results` s rovnakými hashmi a modelom.
+Príkazy sú v [pracovnom zázname v7](../../docs/graphrag_v7_2026-10-26_worklog.md).
+Budúci OpenWebUI agent musí dodržať `accepted_for_delivery` a odovzdať
+overený text; nekontrolované prepísanie rendererovej odpovede by tieto
+záruky obišlo. Natívny výber nástrojov ostáva ďalším blokom.
+
+## Historická v6
+
+Meranie **v6** je historická regresia 320 známych otázok vrátane
 42 DEV otázok. [Výsledná správa](../graphrag/evaluation/results/final_v6_2026-10-25/REPORT.md)
 uvádza samostatne prvý pokus, výsledok po jednom povolenom opravnom požiadavku,
 odmietnuté odpovede a JSON chyby. Žiadna chyba sa nevynecháva z menovateľa.
diff --git a/tools/answer_evaluation/check_context_scenarios.py b/tools/answer_evaluation/check_context_scenarios.py
index d103c9f..95c5e03 100644
--- a/tools/answer_evaluation/check_context_scenarios.py
+++ b/tools/answer_evaluation/check_context_scenarios.py
@@ -67,7 +67,7 @@ def main():
     args = parser.parse_args()
     if args.output.exists():
         parser.error('Refusing to overwrite results.')
-    files = [Path(__file__), HERE/'graph_answer_prompt.txt', HERE/'context_policy.py', HERE/'checked_generation.py', HERE/'answer_format.py']
+    files = [Path(__file__), HERE/'graph_answer_prompt.txt', HERE/'context_policy.py', HERE/'checked_generation.py', HERE/'answer_format.py', HERE/'render_answer.py']
     hashes = {str(p): sha256_file(p) for p in files}
     declared = scenarios()
     args.output.parent.mkdir(parents=True, exist_ok=True)
diff --git a/tools/answer_evaluation/check_deployment.py b/tools/answer_evaluation/check_deployment.py
index 4e96605..88ea02d 100644
--- a/tools/answer_evaluation/check_deployment.py
+++ b/tools/answer_evaluation/check_deployment.py
@@ -19,24 +19,28 @@ from tools.rag.common import DB_FILE
 def main():
     parser = argparse.ArgumentParser(description=__doc__)
     parser.add_argument('--output', type=Path, required=True)
+    parser.add_argument('--questions', type=Path, required=True)
+    parser.add_argument('--audit', type=Path, required=True)
+    parser.add_argument('--freeze-manifest', type=Path, required=True)
+    parser.add_argument('--release-manifest', type=Path)
     args = parser.parse_args()
     if args.output.exists(): parser.error('Refusing to overwrite deployment verification.')
     base = Path('tools/graphrag/evaluation')
-    release_path = base / 'frozen_release_v6.json'
+    release_path = args.release_manifest
     release_match = None
-    if release_path.exists():
+    if release_path is not None:
         release = json.loads(release_path.read_text())
         for path, digest in release['runtime_files'].items():
             assert sha256_file(Path(path)) == digest, f'Release code mismatch: {path}'
-        assert sha256_file(base/'frozen_v6.json') == release['graph_freeze_sha256']
+        assert sha256_file(args.freeze_manifest) == release['graph_freeze_sha256']
         release_match = True
-    freeze = json.loads((base/'frozen_v6.json').read_text())
+    freeze = json.loads(args.freeze_manifest.read_text())
     health = request_json('http://localhost:8000/health')
     assert health['ready'] and all(v['ready'] for v in health['tools'].values())
     with create_neo4j_driver() as driver, driver.session() as session:
         graph = graph_fingerprint(session)
-        verify_freeze(freeze, run_metadata(base/'graphrag_questions_v6.json'), graph,
-                      audit=base/'results/v6_preparation/source_audit.json', **freeze['parameters'])
+        verify_freeze(freeze, run_metadata(args.questions), graph,
+                      audit=args.audit, **freeze['parameters'])
         current = read_version(Path('data'))
         assert current == sqlite_version(DB_FILE) == graph_version(session) == health['index_version']
         documents = session.run('MATCH (d:Document {graph_scope:"zpwiki"}) RETURN d.path AS path, d.published AS published').data()
@@ -50,7 +54,10 @@ def main():
     for id, question, expected in [
         ('known_title', 'Aký je názov práce osoby Ján Holp a rok práce?', 'ok'),
         ('generic_label_not_title', 'Uveď názov práce osoby Dárius Lindvai v roku 2019 s kľúčovým slovom python.', 'no_answer'),
-        ('unknown_person', 'Akú prácu má osoba Jozef Neznámy Overovací?', 'no_answer')]:
+        ('unknown_person', 'Akú prácu má osoba Jozef Neznámy Overovací?', 'no_answer'),
+        ('outside_century', 'Aký je názov práce osoby Ján Holp v roku 1999?', 'no_answer'),
+        ('unsupported_year', 'Aký je názov práce osoby Ján Holp v roku 10000?', 'no_answer'),
+        ('unknown_start', 'Aký je rok začiatku štúdia osoby Tomáš Kuchárik?', 'no_answer')]:
         result = search_graph(question)
         assert result['status'] == expected and result['index_version'] == current
         cases[id] = {'status': result['status'], 'reason': result['reason'], 'complete': result['complete']}
diff --git a/tools/answer_evaluation/checked_generation.py b/tools/answer_evaluation/checked_generation.py
index c947120..f5e9e29 100644
--- a/tools/answer_evaluation/checked_generation.py
+++ b/tools/answer_evaluation/checked_generation.py
@@ -2,6 +2,7 @@
 import json
 from .answer_format import parse_answer, Answer
 from .context_policy import answer_context_issues
+from .render_answer import render_graph_answer
 
 
 def generate_checked_answer(question: str, context: dict, prompt: str, complete) -> dict:
@@ -29,18 +30,27 @@ def generate_checked_answer(question: str, context: dict, prompt: str, complete)
                 return result
             feedback='Vráť jediný platný JSON objekt podľa schémy, bez zmeny faktov z pôvodného kontextu. Schéma: '+json.dumps(Answer.model_json_schema(),ensure_ascii=False)
         else:
-            issues=answer_context_issues(answer,context)
+            issues=answer_context_issues(answer,context,check_text=False)
             record['context_issues']=issues
             result['answer']=answer
             if not issues:
-                result['accepted_for_delivery']=True
-                return result
+                rendered = render_graph_answer(answer, context)
+                delivery_issues = answer_context_issues(rendered, context)
+                if delivery_issues:
+                    issues = delivery_issues
+                    record['context_issues'] = issues
+                else:
+                    record['rendered_answer'] = rendered
+                    result['model_answer'] = answer
+                    result['answer'] = rendered
+                    result['accepted_for_delivery']=True
+                    return result
             if number==1:
                 result['context_rejected']=True
                 return result
             feedback=('Odpoveď porušila pravidlá dodaného kontextu: '+', '.join(issues)+'. '
                 'Oprav jediný JSON objekt výhradne z pôvodných podkladov. Použi iba source_urls zo sources. '
                 'Typ práce nie je keyword. answer_candidates dokladajú spojenie požadovaného názvu alebo roku a tagu cez tú istú osobu. '
-                'Pri neúplnom výstupe uveď: Výpis je neúplný.')
+                'Answer ponechaj prázdny; text aj upozornenie zostaví aplikácia.')
         messages += [{'role':'assistant','content':text},{'role':'user','content':feedback}]
     return result
diff --git a/tools/answer_evaluation/context_policy.py b/tools/answer_evaluation/context_policy.py
index acb2de2..71a55ee 100644
--- a/tools/answer_evaluation/context_policy.py
+++ b/tools/answer_evaluation/context_policy.py
@@ -2,6 +2,8 @@
 from __future__ import annotations
 
 import re
+from html import unescape
+from html.parser import HTMLParser
 import unicodedata
 
 
@@ -10,12 +12,40 @@ def normalized(value) -> str:
     return ' '.join(re.findall(r'[a-z0-9]+',''.join(c for c in text if not unicodedata.combining(c)).casefold()))
 
 
+class _HTMLLinks(HTMLParser):
+    def __init__(self):
+        super().__init__(convert_charrefs=True)
+        self.links = set()
+
+    def handle_starttag(self, tag, attrs):
+        self.links.update(value for key, value in attrs if key in {'href', 'src'} and value)
+
+
 def text_urls(text: str) -> set[str]:
-    urls = re.findall(r'(?:[a-zA-Z][a-zA-Z0-9+.-]*://|www\.)[^\s<>"\x27`“”„«»‘’\]\)]+', text)
-    # Relative Markdown targets are citations too, and must be supplied by
-    # the tool just like absolute links. Never resolve/guess another URL.
-    urls += re.findall(r'\[[^\]]*\]\(\s*<?([^\s)>]+)>?', text)
-    return {url.rstrip('.,;:!?') for url in urls}
+    """Inspect absolute, inline, reference-style Markdown and HTML links."""
+    text = unescape(text)
+    urls = set()
+    for url in re.findall(r'(?:[a-zA-Z][a-zA-Z0-9+.-]*://|www\.)[^\s<>"\x27`“”„«»‘’\]]+', text):
+        url = url.rstrip('.,;:!?')
+        while url.endswith(')') and url.count(')') > url.count('('):
+            url = url[:-1]
+        urls.add(url)
+    for match in re.finditer(r'\]\(\s*', text):
+        tail = text[match.end():]
+        if tail.startswith('<'):
+            urls.add(tail[1:].split('>', 1)[0]); continue
+        level = 0; end = 0
+        for end, char in enumerate(tail):
+            if char.isspace() or (char == ')' and level == 0): break
+            if char == '(': level += 1
+            if char == ')': level -= 1
+        else:
+            end = len(tail)
+        if tail[:end]: urls.add(tail[:end])
+    for match in re.finditer(r'^\s{0,3}\[[^]\n]+\]:\s*(?:<([^>]+)>|(\S+))', text, flags=re.M):
+        urls.add(match[1] or match[2])
+    parser = _HTMLLinks(); parser.feed(text)
+    return urls | parser.links
 
 
 def citation_check(answer: dict, allowed: set[str]) -> dict:
@@ -54,32 +84,74 @@ def joined_candidates(facts: list[dict], intent: dict) -> list[dict]:
 
 
 def coverage_issues(answer: dict, context: dict) -> list[str]:
-    incomplete=context.get('truncated') is True or context.get('complete') is False
-    unknown=context.get('complete') is None
-    text=normalized(answer.get('answer',''))
-    caveat=any(phrase in text for phrase in ['vysledok je neuplny','vysledky su neuplne','vypis je neuplny',
-        'zoznam je neuplny','dokazy su orezane','vysledok je orezany','vysledky su orezane',
-        'nemusi byt uplny','nemusi byt uplna','nie je uplny','nie su uplne','nemozno zarucit uplnost'])
-    issues=[]
-    if incomplete and answer.get('status')=='ok' and not caveat:
+    incomplete = context.get('truncated') is True or context.get('complete') is False
+    unknown = context.get('complete') is None
+    clauses = [normalized(part) for part in re.split(r'[.!?;\n]+', answer.get('answer', ''))]
+    caveat = any(re.search(r'(?:vypis|zoznam|vysled\w*|dokazy) (?:je |su |nie je |nie su )?(?:neupln\w*|orezan\w*)'
+                          r'|nie (?:je|su) (?:to )?upln\w*|nemozno zarucit uplnost|nemusi byt upln', clause)
+                 for clause in clauses)
+    issues = []
+    if incomplete and answer.get('status') == 'ok' and not caveat:
         issues.append('missing_incompleteness_notice')
-    exhaustive=any(phrase in text for phrase in ['uplny zoznam','kompletny zoznam','vsetci studenti','vsetky osoby','vsetky prace'])
-    if (incomplete or unknown) and exhaustive and not caveat:
-        issues.append('unsupported_exhaustive_statement')
-    return issues
+    if incomplete or unknown:
+        for clause in clauses:
+            for match in re.finditer(r'(?:upln\w*|kompletn\w*) (?:zoznam|vypis|prehlad)'
+                                     r'|vset(?:ci|ky|kych) (?:student\w*|osob\w*|prac\w*)', clause):
+                prefix = clause[:match.start()]
+                # Negation must qualify this particular assertion. A caveat in
+                # another sentence never licenses a positive exhaustive claim.
+                if not re.search(r'(?:nie (?:je|su)(?: to)?|nejde o|neuvadzam|'
+                                 r'nemozno (?:zarucit|uviest)|nemozem (?:zarucit|poskytnut))\s*$', prefix):
+                    issues.append('unsupported_exhaustive_statement')
+    return list(dict.fromkeys(issues))
 
 
-def answer_context_issues(answer: dict, context: dict) -> list[str]:
+def prose_issues(answer: dict) -> list[str]:
+    """Conservative numeric consistency check; final prose is rendered from claims."""
+    text = str(answer.get('answer', ''))
+    for url in sorted(text_urls(text), key=len, reverse=True):
+        text = text.replace(url, '')
+    allowed_numbers = set()
+    for claim in answer.get('claims', []):
+        for key, value in claim.items():
+            if value is None: continue
+            if key in {'year', 'start_year'}: allowed_numbers.add(str(value))
+            else: text = re.sub(re.escape(str(value)), '', text, flags=re.I)
+    if answer.get('count') is not None: allowed_numbers.add(str(answer['count']))
+    unsupported = set(re.findall(r'\b\d+\b', text)) - allowed_numbers
+    return ['unsupported_prose_number'] if unsupported else []
+
+
+def text_contains_value(text: str, value: str, *, person: bool = False) -> bool:
+    value = normalized(value); text = normalized(text)
+    if not person: return value in text
+    suffix = r'(?:a|u|ovi|om|e|ou|y|ovej|oveho|ym|emu)?'
+    pattern = r'\b' + r'\s+'.join(re.escape(token) + (suffix if token.isalpha() else '')
+                                       for token in value.split()) + r'\b'
+    return bool(re.search(pattern, text))
+
+
+def answer_context_issues(answer: dict, context: dict, *, check_text: bool = True) -> list[str]:
     issues=[]
     if not citation_check(answer,allowed_urls(context))['citations_ok']:
         issues.append('unsupported_citation')
     facts=context.get('facts',[])
     aggregation=context.get('aggregation') or {}
-    if answer.get('count') is not None and aggregation:
+    if answer.get('count') is not None:
         if aggregation.get('complete') is not True:
             issues.append('unsupported_total_count')
         elif answer['count']!=aggregation.get('count'):
             issues.append('incorrect_context_count')
+    claims = answer.get('claims', [])
+    cited = set(answer.get('source_urls', []))
+    if answer.get('status') == 'ok' and facts and not claims:
+        issues.append('missing_required_claims')
+    if claims and not cited:
+        issues.append('missing_required_citations')
+    if answer.get('status') == 'no_answer' and claims:
+        issues.append('claims_on_no_answer')
+    if check_text and not str(answer.get('answer', '')).strip():
+        issues.append('empty_answer_text')
     for claim in answer.get('claims',[]):
         person=normalized(claim.get('person'))
         rows=[f for f in facts if normalized(f.get('person'))==person]
@@ -88,6 +160,12 @@ def answer_context_issues(answer: dict, context: dict) -> list[str]:
         for key in ['keyword','category','document_author','start_year']:
             if claim.get(key) is not None and not any(normalized(row.get(key))==normalized(claim[key]) for row in rows):
                 issues.append('unsupported_'+key)
+        for key in ['title', 'year', 'start_year', 'keyword', 'category', 'document_author']:
+            if claim.get(key) is None: continue
+            evidence = {row.get('source_url') for row in rows
+                        if normalized(row.get(key)) == normalized(claim[key]) and row.get('source_url')}
+            if evidence and not evidence & cited:
+                issues.append('missing_claim_source')
         academic={k:claim[k] for k in ['title','year'] if claim.get(k) is not None}
         if academic and not any(all(normalized(row.get(k))==normalized(v) for k,v in academic.items()) for row in rows):
             issues.append('unsupported_academic_binding')
@@ -105,5 +183,7 @@ def answer_context_issues(answer: dict, context: dict) -> list[str]:
             issues.append('split_or_missing_person_join')
     if context.get('status') in {'no_answer','ambiguous','error'} and answer.get('status')=='ok':
         issues.append('unsupported_positive_status')
-    issues.extend(coverage_issues(answer,context))
+    issues.extend(prose_issues(answer))
+    if check_text or str(answer.get('answer', '')).strip():
+        issues.extend(coverage_issues(answer,context))
     return list(dict.fromkeys(issues))
diff --git a/tools/answer_evaluation/evaluate_graph_answers.py b/tools/answer_evaluation/evaluate_graph_answers.py
index dd4167b..668cad6 100644
--- a/tools/answer_evaluation/evaluate_graph_answers.py
+++ b/tools/answer_evaluation/evaluate_graph_answers.py
@@ -24,7 +24,7 @@ from tools.graphrag.evaluation.reproducibility import graph_fingerprint, run_met
 from tools.graphrag.evaluation.source_oracle import load_source_oracle, norm
 from tools.rag.evaluation.rag_runner import DEFAULT_MODEL, OPENWEBUI_URL, request_json
 from .checked_generation import generate_checked_answer
-from .context_policy import joined_candidates, citation_check, allowed_urls, answer_context_issues
+from .context_policy import joined_candidates, citation_check, allowed_urls, answer_context_issues, prose_issues, text_contains_value
 
 HERE = Path(__file__).resolve().parent
 
@@ -86,7 +86,10 @@ def grade_answer(case: dict, answer: dict, oracle: dict, *, context: dict | None
     policy_issues=answer_context_issues(normalized,context) if context is not None else []
     grade['context_issues']=policy_issues
     text = norm(answer.get('answer', ''))
-    missing = [v for v in case.get('expected_answer_contains', []) if norm(v) not in text]
+    people = {str(b['person']) for b in case['graph']['expected_bindings'] if b.get('person')}
+    missing = [v for v in case.get('expected_answer_contains', [])
+               if not text_contains_value(answer.get('answer', ''), str(v), person=str(v) in people)]
+    policy_issues.extend(prose_issues(normalized))
     # The initial sample exposed a real contradiction in otherwise correct
     # category claims. Check it explicitly rather than silently accepting prose.
     wrong_thesis_label = 'dizertac' in text and any(str(b.get('category', '')).startswith('dp')
@@ -101,14 +104,14 @@ def grade_answer(case: dict, answer: dict, oracle: dict, *, context: dict | None
 def main():
     parser = argparse.ArgumentParser(description=__doc__)
     parser.add_argument('--output-dir', type=Path, required=True)
-    parser.add_argument('--sample', type=Path, default=BASE / 'results/final_v4_2026-10-25/openwebui_sample.json')
     parser.add_argument('--workers', type=int, default=3)
     parser.add_argument('--model', default=DEFAULT_MODEL)
     parser.add_argument('--split', choices=['dev', 'test', 'regression'], default='test')
-    parser.add_argument('--questions', type=Path, default=BASE/'graphrag_questions_v4.json')
-    parser.add_argument('--audit', type=Path, default=BASE/'results/v4_preparation/source_audit.json')
-    parser.add_argument('--freeze-manifest', type=Path, default=BASE/'frozen_v4.json')
-    parser.add_argument('--dev-ids', type=Path)
+    parser.add_argument('--questions', type=Path, required=True)
+    parser.add_argument('--audit', type=Path, required=True)
+    parser.add_argument('--freeze-manifest', type=Path, required=True)
+    parser.add_argument('--dev-ids', type=Path, required=True)
+    parser.add_argument('--regression-ids', type=Path)
     parser.add_argument('--dev-results', type=Path, help='Required completed DEV before final regression.')
     args = parser.parse_args()
     if args.output_dir.exists():
@@ -117,19 +120,26 @@ def main():
         parser.error('OPENWEBUI_API_KEY missing.')
     if args.workers < 1:
         parser.error('--workers must be positive.')
-    if args.split=='regression' and args.dev_results is None:
+    if args.split in {'regression', 'test'} and args.dev_results is None:
         parser.error('Final regression requires completed --dev-results.')
     dataset=args.questions; audit=args.audit; frozen=args.freeze_manifest
     manifest = json.loads(frozen.read_text())
     questions = json.loads(dataset.read_text()); oracle = load_source_oracle()
-    sample = json.loads(args.sample.read_text()); exposed = set(sample['selected_ids'])
-    test = [q for q in questions if q['split'] == 'test' and q['id'] not in exposed]
-    assert len(exposed) == 20 and len(test) == 300
-    development=set(json.loads(args.dev_ids.read_text())) if args.dev_ids else exposed
-    selected = ([q for q in questions if q['split']=='test'] if args.split=='regression' else
-                test if args.split=='test' else [q for q in questions if q['id'] in development])
-    if args.split=='regression' and manifest.get('evaluation_kind')!='historical_regression':
-        parser.error('Regression requires an explicitly declared historical regression freeze.')
+    development=set(json.loads(args.dev_ids.read_text()))
+    test = [q for q in questions if q['split'] == 'test']
+    if args.split == 'regression':
+        if args.regression_ids is None: parser.error('Regression needs explicit --regression-ids.')
+        regression_ids = set(json.loads(args.regression_ids.read_text()))
+        selected = [q for q in questions if q['id'] in regression_ids]
+        if len(selected) != len(regression_ids): parser.error('Unknown/duplicate regression IDs.')
+    else:
+        selected = test if args.split == 'test' else [q for q in questions if q['id'] in development]
+    if not selected: parser.error('Empty selected split.')
+    if args.split == 'test' and (manifest.get('evaluation_kind') != 'independent_holdout'
+                                or development & {q['id'] for q in selected}):
+        parser.error('Fresh TEST requires independent freeze and zero DEV overlap.')
+    if not development <= {q['id'] for q in questions if q['split'] == 'dev'}:
+        parser.error('Generation DEV must be declared inside the dataset DEV split.')
     prompt_path = HERE / 'graph_answer_prompt.txt'; prompt = prompt_path.read_text()
     args.output_dir.mkdir(parents=True)
     metadata = run_metadata(dataset); settings = get_neo4j_settings(); contexts = {}
@@ -141,9 +151,9 @@ def main():
             result=search_graph_with_session(session,case['question'],**manifest['parameters'])
             result['index_version']=metadata['index_version']
             contexts[case['id']]=graph_context(result)
-    code_files = [Path(__file__), prompt_path, HERE/'answer_format.py',HERE/'context_policy.py',HERE/'checked_generation.py', Path('tools/rag/evaluation/rag_runner.py')]
-    hashes = {str(p): sha256_file(p) for p in code_files}
-    if args.split=='regression':
+    code_files = [Path(__file__), prompt_path, HERE/'answer_format.py',HERE/'context_policy.py',HERE/'checked_generation.py', HERE/'render_answer.py', Path('tools/rag/evaluation/rag_runner.py')]
+    hashes = {str(p.resolve().relative_to(HERE.parents[1])): sha256_file(p) for p in code_files}
+    if args.split in {'regression', 'test'}:
         dev=json.loads(args.dev_results.read_text())
         if (dev['configuration']['selected_split']!='dev'
             or set(dev['configuration']['selected_ids'])!=development
@@ -156,25 +166,29 @@ def main():
             or dev['configuration']['model']!=args.model
             or dev['run_metadata'].get('index_version')!=metadata['index_version']):
             raise RuntimeError('Generation code, prompt, data or complete DEV differs; rerun DEV before final freeze.')
-    declaration = {'method': ('Previously exposed LLM questions; regression, not independent TEST.'
-                    if manifest.get('evaluation_kind')=='historical_regression' else
-                    'Fresh LLM-generation holdout over previously measured, frozen graph queries.'),
+    declaration = {'method': ('Known-question development selection.' if args.split=='dev' else
+                    'Previously exposed LLM questions; regression, not independent TEST.'
+                    if args.split=='regression' else
+                    'Fresh query-group holdout over known sources and templates; zero DEV query-group overlap.'),
         'graph_freeze_sha256': sha256_file(frozen), 'audit_sha256': sha256_file(audit),
         'generation_files': hashes, 'model': args.model, 'temperature': 0, 'workers': args.workers,
         'dev_ids': sorted(development), 'test_ids': [q['id'] for q in test],
         'dev_count': len(development), 'test_count': len(test), 'target_accuracy': 0.92,
+        'evaluation_kind': 'historical_regression' if args.split=='regression' else 'independent_query_group_holdout' if args.split=='test' else 'development',
+        'rendering': 'Verified structured claims rendered deterministically; raw model outputs preserved.',
         'selected_split': args.split, 'selected_ids': [q['id'] for q in selected], 'selected_count':len(selected),
         'selected_dev_overlap': len(development & {q['id'] for q in selected}),
         'corrective_request_limit':1,'format_repair_limit':1,
         'repair_policy':'At most one total corrective request for format, citations or retrieval-context violations. Same question/context, no gold; retain all attempts.',
         'dev_results_sha256':sha256_file(args.dev_results) if args.dev_results else None,
         'policy': ('Evaluate every declared regression case, including DEV overlap; retain all failures and stop tuning after this freeze.'
-                   if manifest.get('evaluation_kind')=='historical_regression' else
-                   'Evaluate all 300; retain every failure; do not tune on this TEST.'),
+                   if args.split=='regression' else
+                   'Evaluate every declared fresh TEST case once; retain every failure; do not tune on this TEST.'),
         'selected_categories': dict(Counter(q['category'] for q in selected)),
-        'limitations': [('All questions and previous model outputs are known; this is historical regression.'
-                         if manifest.get('evaluation_kind')=='historical_regression' else
-                         'Known corpus/profiles and templates; model outputs for these 300 questions were not previously observed.'),
+        'limitations': [('Known development questions; not a holdout.' if args.split=='dev' else
+                         'All questions and previous model outputs are known; this is historical regression.'
+                         if args.split=='regression' else
+                         'Known corpus/profiles and templates; these query groups were not previously evaluated.'),
             'Harness supplies graph context; native OpenWebUI tool choice and browser UI are outside this experiment.',
             'Checks structured factual claims, their source support/citations and required prose values; not a general semantic judge of arbitrary prose.']}
     (args.output_dir / 'frozen_answers.json').write_text(json.dumps(declaration, ensure_ascii=False, indent=2) + '\n')
@@ -193,8 +207,9 @@ def main():
         # Grading occurs after all generation/correction decisions, never inside
         # the generator. Gold cannot influence whether another request is sent.
         for attempt in row['attempts']:
-            attempt['strict']=(grade_answer(case,attempt['answer'],oracle,context=context)['strict']
-                               if attempt.get('answer') else False)
+            candidate = attempt.get('rendered_answer', attempt.get('answer'))
+            attempt['strict']=(grade_answer(case,candidate,oracle,context=context)['strict']
+                               if candidate else False)
         if row.get('answer'):
             row.update(grade_answer(case,row['answer'],oracle,context=context))
         row['strict']=bool(row['strict'] and row['accepted_for_delivery'])
@@ -219,7 +234,7 @@ def main():
     with create_neo4j_driver(settings) as driver, driver.session(database=settings.database) as session:
         verify_freeze(manifest, run_metadata(dataset), graph_fingerprint(session), audit=audit, **manifest['parameters'])
         assert graph_version(session)==metadata['index_version'],'Index version changed during generation.'
-    assert hashes == {str(p): sha256_file(p) for p in code_files}, 'Generation code changed during TEST.'
+    assert hashes == {str(p.resolve().relative_to(HERE.parents[1])): sha256_file(p) for p in code_files}, 'Generation code changed during TEST.'
     output['by_category'] = {category: {'questions': len(rows), 'correct': sum(r['strict'] for r in rows),
         'accuracy': sum(r['strict'] for r in rows) / len(rows)} for category in sorted({q['category'] for q in selected})
         for rows in [[r for r in output['questions'] if r['category'] == category]]}
diff --git a/tools/answer_evaluation/graph_answer_prompt.txt b/tools/answer_evaluation/graph_answer_prompt.txt
index e2454f2..4b4aeb0 100644
--- a/tools/answer_evaluation/graph_answer_prompt.txt
+++ b/tools/answer_evaluation/graph_answer_prompt.txt
@@ -1,16 +1,11 @@
-Odpovedaj po slovensky iba z dodaných overených grafových faktov. Žiadne ďalšie vedomosti.
-Vráť JSON: {"answer": "stručná prirodzená odpoveď so zdrojmi", "status": "ok alebo no_answer", "claims": [], "source_urls": [], "count": null}.
-Každá claim obsahuje person a iba relevantné pravdivé polia: title, year, start_year, keyword, category, document_author. Nepovinné polia vynechaj; nevypĺňaj ich null ani odhadom.
-Claims musia pokryť všetky požadované fakty. Podmienky patria tej istej osobe a názov aj rok tej istej práci. Metadata category a document_author spájaj len pri rovnakom document_path.
-Presne zachovaj mená, názvy, tagy a kódy kategórií. Mená uvádzaj v pôvodnom tvare aj v texte answer. V answer uveď všetky požadované hodnoty; nezamieňaj začiatok štúdia s rokom práce.
-Title znamená výhradne názov akademickej práce alebo projektu; meno profilu nikdy nie je názov práce. Category je iba skutočný kód taxonomy.category, napríklad dp2026. Študent nie je kategória. Typ akademickej práce nie je kategória. Kódy kategórií nerozpisuj ani z nich neodhaduj rok práce. bp = bakalárska práca, dp = diplomová práca, phd = dizertačná práca; diplomová práca nie je dizertačná.
-Pri výbere kandidátov a počte uvádzaj len zodpovedajúcich kandidátov. Použi vypočítaný count, nikdy počet uvedených zdrojov. Pri porovnaní ľudí daj každému samostatnú claim.
-Source_urls musí obsahovať konkrétne relevantné URL zo zdrojov; neodhaduj ich a neupravuj. Cituj ich aj v answer. Uveď všetky zdroje potrebné na doloženie uvedených faktov.
-Ak status kontextu je no_answer, oznám, že požadované údaje sa nenašli, status no_answer, claims prázdne. Nevymýšľaj žiadny názov ani pozitívny fakt.
-Kľúčové slovo sa v tomto nástroji viaže na osobu cez jej vlastné aj dcérske dokumenty. Pri otázke na názov a kľúčové slovo spoj title, year a keyword do jednej claim pre tú istú person, aj keď majú odlišné document_path. Nevyžaduj rovnaký dokument pre tag a názov. Rovnaký dokument je povinný pri spoločnej kategórii a autorovi dokumentu.
-Pred odoslaním pri otázke na názov a tag over, že claim s názvom obsahuje súčasne person, title, year aj keyword. Nerozdeľ túto požadovanú väzbu na samostatnú claim s názvom a samostatnú claim s tagom.
-Pri rokoch porovnaj len akademické záznamy dodané v kontexte, nie poznámky o príprave. Pri počte nemiešaj nevyhovujúcich kandidátov do claims.
-Vráť iba jediný platný JSON objekt bez úvodu, vysvetlení mimo JSON a bez Markdown ohraničenia. Reťazce ohraničuj ASCII dvojitými úvodzovkami. Vo vnútri answer názvy neobaľuj ďalšími ASCII dvojitými úvodzovkami; ak ich použiješ, musia byť escapované. Roky a count sú celé čísla. Nevypisuj čiarku za poslednou položkou.
-Rešpektuj complete, truncated, truncation_reasons a index_version. Ak truncated=true alebo complete=false a uvádzaš výsledky, do answer vlož vetu „Výpis je neúplný.“ Neoznačuj výpis za úplný zoznam ani za všetky existujúce práce. Pri complete=null úplnosť nemožno zaručiť. Ak aggregation.complete=true, počet môže byť presný aj pri orezaných dôkazoch; vtedy uveď „Počet je úplný, dôkazy sú orezané.“ Inak z počtu zobrazených položiek neodvodzuj celkový počet.
-Všetky URL v answer aj source_urls musia byť presne zo sources. Typ práce (napríklad diplomový projekt) nie je kľúčové slovo; keyword uveď iba ak ho dokladá fakt keyword pre tú istú person.
-answer_candidates sú doložené spojenia požadovaného názvu alebo roku a tagu cez tú istú osobu, nie nové odhady. Ak je taký kandidát poskytnutý a status kontextu je ok, odpovedz podľa neho a neodmietaj ho len preto, že tag pochádza z dcérskeho dokumentu. V claims ponechaj jeho person, year, keyword a prípadne title spolu v jednom objekte a cituj všetky jeho podklady. Aj pri samotnej kombinácii tag + rok práce sa tag viaže na osobu, nemusí byť v dokumente obsahujúcom rok práce.
+Vyber iba pravdivé štruktúrované tvrdenia z dodaného graph_context. Nepoužívaj vlastné vedomosti, zdrojový oracle ani údaje z otázky ako dôkaz.
+Vráť jediný platný JSON objekt: {"answer":"","status":"ok","claims":[],"source_urls":[],"count":null}. Answer MUSÍ zostať prázdny reťazec. Prirodzený text, citácie a upozornenie na úplnosť zostaví aplikácia z overených polí. Nepíš voľný text ani Markdown mimo JSON. Všetky reťazce ohraničuj ASCII dvojitými úvodzovkami; úvodzovky v hodnotách escapuj.
+Každá claim obsahuje person a len požadované polia, ktoré sú priamo doložené faktami: title, year, start_year, keyword, category, document_author. Nepovinné polia vynechaj. Roky a count sú celé čísla. Presne zachovaj mená, názvy, tagy a kódy kategórií. Nevytváraj nové osoby, hodnoty ani typy tvrdení.
+Title je názov akademickej práce/projektu, nikdy názov profilovej stránky alebo generický odkaz na rešerš. Year je rok tej istej práce ako title. Start_year je explicitne doložený začiatok štúdia; rok adresára nie je dôkaz. Keyword je skutočný tag osoby, nikdy typ práce ako diplomový projekt. Category je presný taxonomy.category kód. Document_author je autor dokumentu, nie automaticky študent.
+Všetky podmienky jednej claim patria tej istej osobe. Title a year patria rovnakému akademickému záznamu. Category a document_author musia byť doložené tým istým document_path.
+Tag patrí osobe cez jej profil aj dcérske dokumenty. Pre kombináciu názvu/roku a tagu nevyžaduj rovnaký dokument. Answer_candidates sú už doložené spojenia cez tú istú osobu; zachovaj ich person, year, keyword a prípadne title spolu v jednej claim. Neodmietaj toto spojenie len pre odlišné document_path.
+Claims musia pokryť všetky relevantné výsledky dotazu a požadované väzby. Pri porovnaní ľudí uveď každého v samostatnej claim. Pri výbere kandidátov vynechaj nevyhovujúce osoby. Pri názve práce uveď aj rok, ak je vo faktoch známy.
+Source_urls musí obsahovať konkrétne relevantné source_url zo sources pre všetky tvrdenia. Nevymýšľaj ani neupravuj URL. Ak názov/rok dokladá profil a tag dcérsky dokument, cituj oba potrebné zdroje. Nepoužívaj URL iných osôb ako náhradnú citáciu.
+Count môže byť číslo iba pri aggregation.complete=true a musí sa rovnať aggregation.count. Inak count=null, aj pri no_answer. Počet nie je počet zobrazených zdrojov. Presný agregovaný počet môže byť úplný aj pri orezanom výpise dôkazov.
+Pri status kontextu no_answer vráť status=no_answer, claims=[], count=null. Pri ambiguous alebo error zachovaj tento status a prázdne claims. Nevymýšľaj pozitívnu odpoveď. Nulová úplná agregácia so status=ok je platný výsledok s count=0.
+Complete, truncated, truncation_reasons a index_version nemenia pravdivosť faktov. Význam a obmedzenia výsledku oznámi aplikácia. Answer nechaj prázdne aj pri neúplnosti, nenájdení a chybe.
diff --git a/tools/answer_evaluation/render_answer.py b/tools/answer_evaluation/render_answer.py
new file mode 100644
index 0000000..6ac2cd7
--- /dev/null
+++ b/tools/answer_evaluation/render_answer.py
@@ -0,0 +1,29 @@
+"""Render only validated structured facts; never infer facts or read gold."""
+from copy import deepcopy
+
+
+def render_graph_answer(answer: dict, context: dict) -> dict:
+    out = deepcopy(answer)
+    lines = []
+    if out['status'] == 'ok':
+        labels = {'title': 'názov práce', 'year': 'rok práce', 'start_year': 'začiatok štúdia',
+                  'keyword': 'kľúčové slovo', 'category': 'kategória', 'document_author': 'autor dokumentu'}
+        for claim in out['claims']:
+            values = [f'{label}: {claim[key]}' for key, label in labels.items() if claim.get(key) is not None]
+            lines.append(claim['person'] + (' — ' + '; '.join(values) if values else '') + '.')
+        if out.get('count') is not None:
+            lines.append(f'Počet vyhovujúcich osôb: {out["count"]}.')
+        if context.get('complete') is False or context.get('truncated'):
+            lines.append('Výpis je neúplný.')
+        elif context.get('complete') is None:
+            lines.append('Úplnosť vyhľadania nemožno zaručiť.')
+    elif out['status'] == 'ambiguous':
+        lines.append('Požiadavka je nejednoznačná; údaje nemožno spoľahlivo určiť.')
+    elif out['status'] == 'error':
+        lines.append('Vyhľadanie zlyhalo; odpoveď nemožno pripraviť.')
+    else:
+        lines.append('Požadované údaje sa v dostupných podkladoch nenašli.')
+    if out['source_urls']:
+        lines.append('Zdroje: ' + ', '.join(out['source_urls']))
+    out['answer'] = '\n'.join(lines)
+    return out
diff --git a/tools/graphrag/evaluation/README.md b/tools/graphrag/evaluation/README.md
index 3d35852..0723d37 100644
--- a/tools/graphrag/evaluation/README.md
+++ b/tools/graphrag/evaluation/README.md
@@ -1,6 +1,22 @@
 # GraphRAG evaluácia
 
-Aktuálna verzia je **v6**, tag `graphrag-v6-frozen`.
+Aktuálna verzia je **v7**, tag `graphrag-v7-frozen`.
+[Správa v7](results/final_v7_2026-10-26/REPORT.md): graf DEV 1 046/1 046,
+nový query-group TEST 80/80, model DEV 46/46, finálne odpovede TEST 80/80
+(prvý pokus 77/80). Všetkých 591 testov prešlo. Stará regresia má 319/320;
+jeden nepodložený modelový názov sa nedoručil. TEST sa neprekrýva so žiadnou odhalenou query skupinou;
+korpus, ľudia a šablóny sú známe. Dve kategórie majú len 2 a 7 nových skupín.
+
+CLI vyžaduje explicitné `--questions`, `--audit`, `--freeze-manifest`
+(pri TESTe) a nový výstupný adresár. Použite `graphrag_questions_v7.json`,
+`results/v7_preparation/source_audit.json`, `frozen_v7.json`.
+Generátor `benchmark_v7` vytvára otázky jednorazovo z raw zdrojov, bez
+predikcií. Odstránil sa odhad začiatku štúdia z adresára, nie nedokumentované
+otázky z merania. [Príkazy a postup](../../../docs/graphrag_v7_2026-10-26_worklog.md).
+
+## Historická v6
+
+Historická verzia je **v6**, tag `graphrag-v6-frozen`.
 [Finálna správa v6](results/final_v6_2026-10-25/REPORT.md) oddeľuje grafový
 DEV 722/722, regresiu 320/320 a generované odpovede modelu.
 Generovanie má strict **316/320 (98,75 %)**; všetkých **565 testov** prešlo.
diff --git a/tools/graphrag/evaluation/benchmark_v2.py b/tools/graphrag/evaluation/benchmark_v2.py
index b6a9f5d..e248a11 100644
--- a/tools/graphrag/evaluation/benchmark_v2.py
+++ b/tools/graphrag/evaluation/benchmark_v2.py
@@ -99,7 +99,8 @@ def binding_source_evidence(binding: dict, oracle: dict) -> list[dict]:
                              'year_basis': row['year_basis']})
     if 'start_year' in binding:
         evidence.append({'document_path': person['profile'], 'sha256': oracle['documents'][person['profile']]['sha256'],
-                         'field': 'start_year', 'value': binding['start_year']})
+                         'field': 'start_year', 'value': binding['start_year'],
+                         'basis': person.get('start_year_basis', 'explicit_text'), 'confidence': 'documented'})
     return evidence
 
 
@@ -378,6 +379,9 @@ def validate_case(case: dict, oracle: dict) -> list[str]:
         if constraints.get('unknown_person'):
             if norm(constraints['unknown_person']) in {norm(name) for name in oracle['people']}:
                 issues.append('negative_person_actually_exists')
+        elif constraints.get('missing_start_year'):
+            if names and all(oracle['people'][name]['start_year'] is not None for name in names):
+                issues.append('negative_start_year_actually_documented')
         elif constraints.get('shared_academic_year'):
             year_sets = [{r['year'] for r in academics(oracle, name) if r['year'] is not None} for name in names]
             if year_sets and set.intersection(*year_sets):
@@ -408,7 +412,7 @@ def validate_case(case: dict, oracle: dict) -> list[str]:
         if names and set(graph['expected_entity_set']) != set(oracle['people'][names[0]]['categories']):
             issues.append('incomplete_category_set')
     if graph.get('expected_count') is not None:
-        years = re.findall(r'\b20\d{2}\b', case['question'])
+        years = re.findall(r'\b\d{4}\b', case['question'])
         if not years:
             issues.append('count_without_supported_year_constraint')
         else:
diff --git a/tools/graphrag/evaluation/benchmark_v4.py b/tools/graphrag/evaluation/benchmark_v4.py
index d6aa22f..f90d1ec 100644
--- a/tools/graphrag/evaluation/benchmark_v4.py
+++ b/tools/graphrag/evaluation/benchmark_v4.py
@@ -33,7 +33,7 @@ def logical_group(case: dict) -> str:
     names = sorted(norm(row['value']) for row in graph['start_entities'] if row['type'] == 'person')
     bindings = graph.get('expected_bindings', [])
     keywords = sorted({norm(row['keyword']) for row in bindings if row.get('keyword')})
-    years = sorted({int(value) for value in re.findall(r'\b20\d{2}\b', case['question'])})
+    years = sorted({int(value) for value in re.findall(r'\b\d{4}\b', case['question'])})
     # A shared-year query has no requested year; its complete answer is derived.
     selectors = {'keywords': keywords, 'requested_years': years}
     if category == 'document_author_category_multi_hop':
diff --git a/tools/graphrag/evaluation/benchmark_v7.py b/tools/graphrag/evaluation/benchmark_v7.py
new file mode 100644
index 0000000..cfd74c0
--- /dev/null
+++ b/tools/graphrag/evaluation/benchmark_v7.py
@@ -0,0 +1,91 @@
+"""Declare a fresh query-group holdout using raw sources only, before retrieval.
+
+All 1,042 previously exposed questions become DEV. No profile is new; this is
+a new-combination holdout over a known corpus, not an unseen-person experiment.
+"""
+import copy
+import json
+import random
+from collections import Counter
+
+from .benchmark_v2 import BASE, audit_dataset, make_case, validate_case, write_json, binding_source_evidence
+from .benchmark_v4 import build_pool, logical_group, refresh_titles
+from .source_oracle import load_source_oracle, norm
+
+QUOTAS = {'shared_keyword_pair': 10, 'same_academic_year_pair': 10,
+          'same_start_year_pair': 10, 'person_title_year': 10, 'person_keyword_title': 10,
+          'document_author_category_multi_hop': 2, 'person_multiple_categories': 7,
+          'candidate_set_aggregation': 7, 'conjunctive_disambiguation': 6, 'negative_lookup': 8}
+SEED = 20261026
+
+
+def main():
+    output = BASE/'graphrag_questions_v7.json'; artifacts = BASE/'results/v7_preparation'
+    if output.exists(): raise RuntimeError('Refusing to overwrite declared questions.')
+    oracle = load_source_oracle()
+    old = json.loads((BASE/'graphrag_questions_v6.json').read_text())
+    dev = []; changes = []
+    exposed = {logical_group(q) for q in old}
+    for original in old:
+        case = copy.deepcopy(original); case['split'] = 'dev'
+        names = [r['value'] for r in case['graph']['start_entities'] if r['type'] == 'person']
+        if any(b.get('start_year') is not None and oracle['people'][b['person']]['start_year'] is None
+               for b in case['graph']['expected_bindings']):
+            case = make_case(case['id'], 'dev', case['category'], case['question'], names, oracle, [],
+                no_answer=True, reason='The original Markdown does not explicitly document every requested study-start year.',
+                negative_constraints={'missing_start_year': True})
+            changes.append({'id': case['id'], 'old_bindings': original['graph']['expected_bindings'],
+                            'new_status': 'no_answer', 'reason': 'Directory cohort is not a documented study-start year.'})
+        elif case['should_answer']:
+            case['source_evidence'] = [e for b in case['graph']['expected_bindings'] for e in binding_source_evidence(b, oracle)]
+        case['graph']['partition_group'] = logical_group(case); dev.append(case)
+    # Fixed audit regressions; these are explicitly DEV, not extra easy TEST negatives.
+    for year in [1999, 1899, 2100, 9999]:
+        case = make_case(f'v7-dev-year-{year}', 'dev', 'negative_lookup',
+            f'Aký je názov práce osoby Ján Holp v roku {year}?', ['Ján Holp'], oracle, [],
+            no_answer=True, negative_constraints={'year': year})
+        case['graph']['partition_group'] = logical_group(case); dev.append(case)
+    exposed.update(logical_group(q) for q in dev)
+    texts = {norm(q['question']) for q in dev}; rng = random.Random(SEED)
+    holdout = []; capacity = {}
+    for category, pool in build_pool(oracle).items():
+        unique = {}
+        for candidate in pool:
+            case = refresh_titles(candidate, oracle); group = logical_group(case)
+            if group not in exposed and norm(case['question']) not in texts:
+                unique[group] = case
+        capacity[category] = len(unique)
+        candidates = [unique[key] for key in sorted(unique)]; rng.shuffle(candidates)
+        quota = QUOTAS[category]
+        if len(candidates) < quota: raise RuntimeError(f'Insufficient source capacity: {category}')
+        for case in candidates[:quota]:
+            case['id'] = f'fresh7-{len(holdout)+1:03d}'; case['split'] = 'test'
+            case['graph']['partition_group'] = logical_group(case); holdout.append(case)
+    questions = dev + holdout
+    for case in questions:
+        issues = validate_case(case, oracle)
+        if issues: raise RuntimeError(f'{case["id"]}: {issues}')
+    write_json(output, questions)
+    audit = audit_dataset(questions, oracle, output)
+    audit['partition_policy'] = {'method': 'disjoint logical query groups',
+        'shared_source_profiles': True, 'seed': SEED, 'previously_exposed_groups': sorted(exposed),
+        'limitations': ['Known corpus, persons and template families; only the query/fact combinations are fresh.',
+                        'Two remaining document-author/category groups and seven category-list groups constrain category coverage.',
+                        'AI source annotation, not human annotation. No tuning on this TEST.']}
+    write_json(artifacts/'source_audit.json', audit)
+    write_json(artifacts/'source_corrections.json', {'questions': changes,
+        'policy': 'Only explicit study-start text is a fact. Cohort remains separate metadata; missing means unknown.'})
+    write_json(artifacts/'regression_ids.json', [q['id'] for q in old if q['split'] == 'test'])
+    ids = set(json.loads((BASE/'results/v6_preparation/generation_dev_ids.json').read_text()))
+    ids.update(f'v7-dev-year-{year}' for year in [1999, 1899, 2100, 9999])
+    write_json(artifacts/'generation_dev_ids.json', sorted(ids))
+    write_json(artifacts/'protocol.json', {'seed': SEED, 'dev_count': len(dev), 'fresh_test_count': len(holdout),
+        'test_categories': dict(Counter(q['category'] for q in holdout)), 'test_positives': sum(q['should_answer'] for q in holdout),
+        'test_negatives': sum(not q['should_answer'] for q in holdout), 'available_groups': capacity,
+        'old_gold_corrections': len(changes), 'regression_count': 320, 'llm_dev_count': len(ids),
+        'target': .92, 'policy': 'Freeze after complete DEV; run fresh TEST once, retain every failure. Regression remains separate.',
+        'annotation': 'Independent raw-source oracle plus AI source review; not human review.'})
+    print(json.dumps({'dev': len(dev), 'test': len(holdout), 'source_corrections': len(changes), 'quotas': QUOTAS}))
+
+
+if __name__ == '__main__': main()
diff --git a/tools/graphrag/evaluation/check_openwebui.py b/tools/graphrag/evaluation/check_openwebui.py
index ac7d3da..322d85e 100644
--- a/tools/graphrag/evaluation/check_openwebui.py
+++ b/tools/graphrag/evaluation/check_openwebui.py
@@ -88,7 +88,7 @@ def main():
     from tools.graphrag.build_graphrag import graph_version
 
     parser = argparse.ArgumentParser(description=__doc__)
-    parser.add_argument('--questions', type=Path, default=BASE / 'graphrag_questions_v4.json')
+    parser.add_argument('--questions', type=Path, required=True)
     parser.add_argument('--freeze-manifest', type=Path, required=True)
     parser.add_argument('--audit', type=Path, required=True)
     parser.add_argument('--output', type=Path, required=True)
diff --git a/tools/graphrag/evaluation/evaluate_graphrag.py b/tools/graphrag/evaluation/evaluate_graphrag.py
index e4da79a..f93a78c 100644
--- a/tools/graphrag/evaluation/evaluate_graphrag.py
+++ b/tools/graphrag/evaluation/evaluate_graphrag.py
@@ -54,13 +54,13 @@ def parse_args() -> argparse.Namespace:
     parser.add_argument(
         "--questions",
         type=Path,
-        default=QUESTIONS_PATH,
+        required=True,
     )
 
     parser.add_argument(
         "--output-dir",
         type=Path,
-        default=RESULTS_DIR / 'development_v4',
+        required=True,
     )
 
     parser.add_argument(
diff --git a/tools/graphrag/evaluation/freeze_graphrag.py b/tools/graphrag/evaluation/freeze_graphrag.py
index cace664..c9a33ac 100644
--- a/tools/graphrag/evaluation/freeze_graphrag.py
+++ b/tools/graphrag/evaluation/freeze_graphrag.py
@@ -88,7 +88,7 @@ def make_freeze(dev: dict, questions: list[dict], fingerprints: dict, audit: dic
 def main() -> None:
     parser = argparse.ArgumentParser(description=__doc__)
     parser.add_argument('--dev-results', type=Path, required=True)
-    parser.add_argument('--questions', type=Path, default=Path(__file__).parent / 'graphrag_questions_v4.json')
+    parser.add_argument('--questions', type=Path, required=True)
     parser.add_argument('--audit', type=Path, required=True)
     parser.add_argument('--output', type=Path, required=True)
     parser.add_argument('--purpose', choices=['independent_holdout','historical_regression'],
diff --git a/tools/graphrag/evaluation/frozen_release_v7.json b/tools/graphrag/evaluation/frozen_release_v7.json
new file mode 100644
index 0000000..4726b41
--- /dev/null
+++ b/tools/graphrag/evaluation/frozen_release_v7.json
@@ -0,0 +1,137 @@
+{
+  "release": "graphrag-v7-frozen",
+  "evaluation_kind": "fresh_query_group_holdout_plus_historical_regression",
+  "graph_freeze_sha256": "9e97794200520d0f2288e452c9e186c0291a54c63d2c1382f693a9753e4081cf",
+  "runtime_files": {
+    "app/__init__.py": "e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855",
+    "app/main.py": "ff1adeff8b770047139fe3f632ad837517c95ec04649849c4315d6f892f9eef3",
+    "app/routes.py": "dfb82171fea33d33b6e48cb238d2c19a29254b47a9a87308f4864cdbac53fa7b",
+    "app/security.py": "24f437aff6642477049f02fdccfb3429c15e610d044bbb66128903771510055f",
+    "requirements.txt": "26a6d097727eba03c1b6c71cd02b06373ef01ce03e567dd2bc4357ae330e5a1a",
+    "tools/__init__.py": "e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855",
+    "tools/answer_evaluation/__init__.py": "795be75bf60e4aa9209e5b820207e52e8420c41a4dc2e37d0b6018cd2934a51a",
+    "tools/answer_evaluation/answer_format.py": "86a27b4aebc6a5077e13794b81957a1cf063a1f3e070c583120ba53c1788d2f8",
+    "tools/answer_evaluation/check_context_scenarios.py": "99dbae2747183622e0823cd8f6536f4ff38ef56d0e41dd7855096d47af3b1c37",
+    "tools/answer_evaluation/check_deployment.py": "14618b102c0ade954dc73cbc5036a628166f0eb703d435b679d1a000d045ab5a",
+    "tools/answer_evaluation/check_rag_runtime.py": "1e1b8bd48ac4d668ec057fee162ef30d34ae20ae026361bc8cc296bc455d4067",
+    "tools/answer_evaluation/checked_generation.py": "cb821a65327424c19cbd996190b14e6aa30d9b909493f11716552f71249a0529",
+    "tools/answer_evaluation/context_policy.py": "0dc2a056ca0d886d7cc8248ed4632c910c5e35bebd03ef94573df41802297f47",
+    "tools/answer_evaluation/evaluate_graph_answers.py": "d81504e8fe51598c6bd1b0d482f61b9b6f51f87ba3f38b03ae1bc584675a3b76",
+    "tools/answer_evaluation/graph_answer_prompt.txt": "fc9f2f8d52e70a8d67b9f4814b3f15e6be64bf88afe53ce4db4f037bde00e064",
+    "tools/answer_evaluation/rag_delivery.py": "b83f93d446f44fdd7d41c12eeeaae69c0b02908076624f4eb3f4f72b9b88dbc8",
+    "tools/answer_evaluation/regrade_citations.py": "330f437aec12927fd8c99b0aa601373f6ab26cb111971a6fb06098931d1e4aab",
+    "tools/answer_evaluation/render_answer.py": "609c534a37899b3febcea32d983da4b806c287de8f2ddf9bc0675e3280859002",
+    "tools/graphrag/__init__.py": "e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855",
+    "tools/graphrag/build_graphrag.py": "256292101d6d7d1946e926e2717ac45465b169f4091c51ecfed4f1a779dfd700",
+    "tools/graphrag/evaluation/__init__.py": "e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855",
+    "tools/graphrag/evaluation/audit_benchmark.py": "6619c818a52fc284e87ed6c48a503a54a3c9dd95447463ed78f075b7c58bad80",
+    "tools/graphrag/evaluation/benchmark_v2.py": "62a0b6af852d5ae8060c06db3f983ef4b797d74443f9df25a6b8bd77bf133330",
+    "tools/graphrag/evaluation/benchmark_v3.py": "30bae6c605ed26f4b49973acec799087c4e2b97a883ccedcafb965dd909c4c4d",
+    "tools/graphrag/evaluation/benchmark_v4.py": "7a731fe649d3d5170045b8bbcabf31ad527e5d26a934d434a4be3a4c94dc5c38",
+    "tools/graphrag/evaluation/benchmark_v6.py": "f955e600d17358fafcb33bab772aef09d787452f6b33352e299fdd42669aaf34",
+    "tools/graphrag/evaluation/benchmark_v7.py": "9477cd6e9a6dd0558837cf044535de75a8f101b17115e28e57a82d96d1aa01cb",
+    "tools/graphrag/evaluation/check_openwebui.py": "863801048231d474ba82930cf6bf6853b4410f8295b3f97fd3d5934852431fbe",
+    "tools/graphrag/evaluation/evaluate_graphrag.py": "22f48e9ac6dfae92d79ad648ca173547c6a37f98aa8199f7c37595f1b0b186f9",
+    "tools/graphrag/evaluation/evidence_contract.py": "78e24264c176e163e1782fef1634b6c45c7f31bd4692726d02a30ab45a06648e",
+    "tools/graphrag/evaluation/freeze_graphrag.py": "d8764d1aeb72208de55604785acff880002da1f818d8a8ad9477cf39e1f29efb",
+    "tools/graphrag/evaluation/graphrag_evaluator.py": "7f99bf0f97974058650b619ea49a8ee32284cb4b324f1ffab9baf54f5c4495f4",
+    "tools/graphrag/evaluation/reproducibility.py": "0e2dab6ffb17691f05f9d81dbec12ffc0f2e4e0b1a2114a75b66a5165cf7b4d2",
+    "tools/graphrag/evaluation/source_oracle.py": "aed0309435fd21bc274fde7905a0720f68f359b3c30bb0b912e3371ebf0d8072",
+    "tools/graphrag/evaluation/source_validation.py": "9671b8978623888dbed8b8b2d1b6b01c1ce73cb0a512b03919e48873990f15ed",
+    "tools/graphrag/graph_db.py": "c4b1a2edb765856b807398e4c243a8d17753529a5d2dfdb51791e28bc8de17f7",
+    "tools/graphrag/graph_search.py": "c41cbfbac0d5daa1d0b51f5f4b798a15688bbd2e0498d2cbe93c6584a99f6b7d",
+    "tools/graphrag/graphrag.py": "dbc75403aa038e4021b5a70d1f17c62784b478252a94bac8db682bf38dcb39b3",
+    "tools/graphrag/neo4j_smoke.py": "fb5244c72c29ef2acf96d1e7f54335ff168eed4119db1692025eb1b99194b7bb",
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+    "tools/graphrag/tests/__init__.py": "e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855",
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+    "tools/graphrag/tests/test_evaluation_v5.py": "9387e9d1418ebab87530986b0e29dac31cf33d762777a29a31cff24cc72e552a",
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+    "tools/graphrag/tests/test_evaluator_connected_v2.py": "29d7c9838ed1ff37ea3276df6feb1b6142158c43a0525712f490b648181882de",
+    "tools/graphrag/tests/test_graph_publication.py": "96e53c1ae28e36c7a4290e1e60c8b398bf095ceaf883e819e1a477e2672b11c0",
+    "tools/graphrag/tests/test_graph_rebuild_atomic.py": "fe37d4fff0b1f0fb1d565f0a96152b9b4e336837bc78b5977cf3b4879d7fbaf3",
+    "tools/graphrag/tests/test_graph_search.py": "eb58661aef9dafe6bf7188fcdc2d79cef6652d57c64d1b81ae81a52e8e0204d7",
+    "tools/graphrag/tests/test_graph_search_entity_v2.py": "0ef1a8ebd513c5a4507eb38fcf5ae6137c69e9901b5a2975ba513be5902ac693",
+    "tools/graphrag/tests/test_graph_search_neo4j.py": "fec2bf72de8f752f17c9164fee5754bdb2e153828855e47efbf0000dbe82cf3b",
+    "tools/graphrag/tests/test_graph_search_regressions.py": "9db7779aeb8ed9e8c0f92c1657011a81080aff3c928649e811358e3009a18c48",
+    "tools/graphrag/tests/test_graphrag.py": "9ee8629d6b528dd78c2ddfc25cee95e17613f45b454fc0a38d4c591862637a9f",
+    "tools/graphrag/tests/test_graphrag_evaluator.py": "1c6d08aeec9ae56ac4123239a5aed12a0081d66cc3f34b2047d95764579d7298",
+    "tools/graphrag/tests/test_graphrag_freeze.py": "c4b760baf4c7ebf13b16bd4cd3c51874f5512eef3b4c61470dc4d428b0303d9f",
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+    "tools/graphrag/tests/test_graphrag_root_title.py": "085651fe6e6081521a5dde9554abfee93456250108cf15978df25378d886a46c",
+    "tools/graphrag/tests/test_source_oracle_v2.py": "0afdbe235e185ffe9f38aa667f90f5a6c20504fe29e9ac572642b39a8eb7faca",
+    "tools/graphrag/tests/test_title_labels.py": "2983ead68ad6e2e346d24af0fc96dc6771c163e9c2a351af426a1e0383998e6f",
+    "tools/index_state.py": "c33920a63d04009f11ef23ca9e9eee9bf86453b7d0586d027bf3b39156afea0d",
+    "tools/publication.py": "f99d445073390a733afc8d849b9fcd4b4b0890bb54d136db67d4015b78436e1a",
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+    "tools/rag/build_sqlite_index.py": "107c0987e9ec4086ff41f9e7ae30195a67be34616875635e705dc79236e79416",
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+    "tools/rag/tests/test_rebuild_index.py": "aa0688b81e4b699ce99e97a4b8c1a6d4a49c5c153caa02301ebd5a5d8be764a4",
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+    "tools/retrieval_contract.py": "b8fa272c3babf924a3ce8b937fe7ae437cd959ba9f7667193ac67c18d2c5b58d",
+    "tools/sync_indexes.py": "5b909b4394c24e5ce22848594b16d9aea45fb06418f5cd92bb6aa6381a0ccf10",
+    "tools/tool_health.py": "8ad37345889ad58a737edac5960b5b6c5002af2397d60248f434e03fb4eddd89"
+  },
+  "deployment_configuration": {
+    "Dockerfile": "fc7aefe4a99222daedc321acf8359773dc24eff82be04e688507e135956a92a6",
+    "docker-compose.yml": "e33b65c58f155ac057b01be272bc323fab3ff7eb4f51c9e4ca1b53904cc17af4"
+  },
+  "measured_artifacts": {
+    "tools/graphrag/evaluation/graphrag_questions_v7.json": "0f78e9749de369d752b6e1079f174cf3f6b390f4718a672119dfd43fa5d9dfac",
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diff --git a/tools/graphrag/evaluation/frozen_v7.json b/tools/graphrag/evaluation/frozen_v7.json
new file mode 100644
index 0000000..5d78292
--- /dev/null
+++ b/tools/graphrag/evaluation/frozen_v7.json
@@ -0,0 +1,252 @@
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diff --git a/tools/graphrag/evaluation/graphrag_questions_v7.json b/tools/graphrag/evaluation/graphrag_questions_v7.json
new file mode 100644
index 0000000..8e6cd89
--- /dev/null
+++ b/tools/graphrag/evaluation/graphrag_questions_v7.json
@@ -0,0 +1,143614 @@
+[
+  {
+    "id": "regression-0001",
+    "split": "dev",
+    "category": "shared_keyword_pair",
+    "difficulty": "hard",
+    "question": "Sú osoby Maroš Harahus a Jakub Maruniak v ZP Wiki prepojené cez kľúčové slovo Spacy? Uveď spoločné kľúčové slovo.",
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+          "value": "Spacy"
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+            }
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+      "expected_entities": [
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+        },
+        {
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+        },
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+      "source_profiles": [
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+      },
+      {
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+    ],
+    "evidence_basis": [
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+    "legacy_split": "dev",
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+  {
+    "id": "regression-0023",
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+    "category": "shared_keyword_pair",
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+    "expected_documents": [
+      "pages/students/2019/alina_vitko/README.md",
+      "pages/students/2023/ronald_zalacko/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko",
+      "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "shared_keyword_pair",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Alina Vitko"
+        },
+        {
+          "type": "person",
+          "value": "Ronald Zalacko"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2019/alina_vitko/README.md",
+        "pages/students/2023/ronald_zalacko/README.md"
+      ],
+      "no_answer_basis": "Requested shared keyword is absent from the raw frontmatter of at least one named person.",
+      "negative_constraints": {
+        "keyword": "Docker",
+        "require_all_people": true
+      },
+      "partition_group": "e35367e8d02200db59e561103b5387e3ec7b112c74b1962bce7b8bf83894e43c"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2019/alina_vitko/README.md",
+        "sha256": "9b071fe2aff470c275ae027be236fe836f741f774cabb9cbbb55304a8d5102cd",
+        "field": "closed_world_metadata",
+        "tags": [
+          "ir",
+          "qa",
+          "nlp"
+        ],
+        "categories": [
+          "bp2022"
+        ]
+      },
+      {
+        "document_path": "pages/students/2023/ronald_zalacko/README.md",
+        "sha256": "724b0f8e6e641236dba9bddbd77f4546e09514076c7dfb151807aaf4b882c96f",
+        "field": "closed_world_metadata",
+        "tags": [
+          "web"
+        ],
+        "categories": [
+          "bp2026"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "test",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0031",
+    "split": "dev",
+    "category": "shared_keyword_pair",
+    "difficulty": "hard",
+    "question": "Sú osoby Artem Yatsenko a Vladimír Ferko v ZP Wiki prepojené cez kľúčové slovo anotácia? Uveď spoločné kľúčové slovo.",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2019/artem_yatsenko/README.md",
+      "pages/students/2021/vladimir_ferko/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
+      "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "shared_keyword_pair",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Artem Yatsenko"
+        },
+        {
+          "type": "person",
+          "value": "Vladimír Ferko"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2019/artem_yatsenko/README.md",
+        "pages/students/2021/vladimir_ferko/README.md"
+      ],
+      "no_answer_basis": "Requested shared keyword is absent from the raw frontmatter of at least one named person.",
+      "negative_constraints": {
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+        "require_all_people": true
+      },
+      "partition_group": "28ed6825bc43b65dec88ba8291245c7d4d60846f6fdf420a2e8afe13e9ae37de"
+    },
+    "source_evidence": [
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+        "sha256": "328b101e46c51c959e792cf7ca226942f81d2ab8fe9648ad6d0ecd07016429e2",
+        "field": "closed_world_metadata",
+        "tags": [
+          "ner",
+          "spacy",
+          "nlp"
+        ],
+        "categories": [
+          "bp2022"
+        ]
+      },
+      {
+        "document_path": "pages/students/2021/vladimir_ferko/README.md",
+        "sha256": "68e7d311896eda2171e5eec1ec3a8da90d326ed91acaace8058f68664a50d271",
+        "field": "closed_world_metadata",
+        "tags": [
+          "dialog",
+          "nlp"
+        ],
+        "categories": [
+          "bp2024"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "dev",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0032",
+    "split": "dev",
+    "category": "shared_keyword_pair",
+    "difficulty": "hard",
+    "question": "Over prepojenie osôb Artem Yatsenko a Vladimír Ferko cez kľúčové slovo anotácia a pomenuj spoločné kľúčové slovo.",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2019/artem_yatsenko/README.md",
+      "pages/students/2021/vladimir_ferko/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
+      "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "shared_keyword_pair",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Artem Yatsenko"
+        },
+        {
+          "type": "person",
+          "value": "Vladimír Ferko"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2019/artem_yatsenko/README.md",
+        "pages/students/2021/vladimir_ferko/README.md"
+      ],
+      "no_answer_basis": "Requested shared keyword is absent from the raw frontmatter of at least one named person.",
+      "negative_constraints": {
+        "keyword": "anotácia",
+        "require_all_people": true
+      },
+      "partition_group": "28ed6825bc43b65dec88ba8291245c7d4d60846f6fdf420a2e8afe13e9ae37de"
+    },
+    "source_evidence": [
+      {
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+        "sha256": "328b101e46c51c959e792cf7ca226942f81d2ab8fe9648ad6d0ecd07016429e2",
+        "field": "closed_world_metadata",
+        "tags": [
+          "ner",
+          "spacy",
+          "nlp"
+        ],
+        "categories": [
+          "bp2022"
+        ]
+      },
+      {
+        "document_path": "pages/students/2021/vladimir_ferko/README.md",
+        "sha256": "68e7d311896eda2171e5eec1ec3a8da90d326ed91acaace8058f68664a50d271",
+        "field": "closed_world_metadata",
+        "tags": [
+          "dialog",
+          "nlp"
+        ],
+        "categories": [
+          "bp2024"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "dev",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0033",
+    "split": "dev",
+    "category": "shared_keyword_pair",
+    "difficulty": "hard",
+    "question": "Sú osoby Martin Šarišský a Oleksandr Dorybohov v ZP Wiki prepojené cez kľúčové slovo agent? Uveď spoločné kľúčové slovo.",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2021/martin_sarissky/README.md",
+      "pages/students/2023/oleksandr_dorybohov/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
+      "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "shared_keyword_pair",
+      "start_entities": [
+        {
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+          "value": "Martin Šarišský"
+        },
+        {
+          "type": "person",
+          "value": "Oleksandr Dorybohov"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2021/martin_sarissky/README.md",
+        "pages/students/2023/oleksandr_dorybohov/README.md"
+      ],
+      "no_answer_basis": "Requested shared keyword is absent from the raw frontmatter of at least one named person.",
+      "negative_constraints": {
+        "keyword": "agent",
+        "require_all_people": true
+      },
+      "partition_group": "5deec141d95331692d51a019dd7c6132e65ff4f2cf1e83b1f5ec537133d748f0"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2021/martin_sarissky/README.md",
+        "sha256": "8e97b45a253745faa55f63c844e0b5dfe680aeaf6eb01fb8f9d06ac6e8ee8bcf",
+        "field": "closed_world_metadata",
+        "tags": [
+          "chatbot",
+          "rasa",
+          "dialog",
+          "nlp"
+        ],
+        "categories": [
+          "vp2023",
+          "bp2024",
+          "dp2026"
+        ]
+      },
+      {
+        "document_path": "pages/students/2023/oleksandr_dorybohov/README.md",
+        "sha256": "c24d6f941de0dafb4459cea8259cf147821cafc86ba65be5b528f419f734bc18",
+        "field": "closed_world_metadata",
+        "tags": [
+          "lm",
+          "nlp",
+          "agent"
+        ],
+        "categories": [
+          "bp2026"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "test",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0034",
+    "split": "dev",
+    "category": "shared_keyword_pair",
+    "difficulty": "hard",
+    "question": "Over prepojenie osôb Martin Šarišský a Oleksandr Dorybohov cez kľúčové slovo agent a pomenuj spoločné kľúčové slovo.",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2021/martin_sarissky/README.md",
+      "pages/students/2023/oleksandr_dorybohov/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky",
+      "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "shared_keyword_pair",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Martin Šarišský"
+        },
+        {
+          "type": "person",
+          "value": "Oleksandr Dorybohov"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2021/martin_sarissky/README.md",
+        "pages/students/2023/oleksandr_dorybohov/README.md"
+      ],
+      "no_answer_basis": "Requested shared keyword is absent from the raw frontmatter of at least one named person.",
+      "negative_constraints": {
+        "keyword": "agent",
+        "require_all_people": true
+      },
+      "partition_group": "5deec141d95331692d51a019dd7c6132e65ff4f2cf1e83b1f5ec537133d748f0"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2021/martin_sarissky/README.md",
+        "sha256": "8e97b45a253745faa55f63c844e0b5dfe680aeaf6eb01fb8f9d06ac6e8ee8bcf",
+        "field": "closed_world_metadata",
+        "tags": [
+          "chatbot",
+          "rasa",
+          "dialog",
+          "nlp"
+        ],
+        "categories": [
+          "vp2023",
+          "bp2024",
+          "dp2026"
+        ]
+      },
+      {
+        "document_path": "pages/students/2023/oleksandr_dorybohov/README.md",
+        "sha256": "c24d6f941de0dafb4459cea8259cf147821cafc86ba65be5b528f419f734bc18",
+        "field": "closed_world_metadata",
+        "tags": [
+          "lm",
+          "nlp",
+          "agent"
+        ],
+        "categories": [
+          "bp2026"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "test",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0035",
+    "split": "dev",
+    "category": "shared_keyword_pair",
+    "difficulty": "hard",
+    "question": "Sú osoby Matej Ščišľak a Valerii Kutsenko v ZP Wiki prepojené cez kľúčové slovo GraphRAG? Uveď spoločné kľúčové slovo.",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2021/matej_scislak/README.md",
+      "pages/students/2022/valerii_kutsenko/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
+      "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "shared_keyword_pair",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Matej Ščišľak"
+        },
+        {
+          "type": "person",
+          "value": "Valerii Kutsenko"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2021/matej_scislak/README.md",
+        "pages/students/2022/valerii_kutsenko/README.md"
+      ],
+      "no_answer_basis": "Requested shared keyword is absent from the raw frontmatter of at least one named person.",
+      "negative_constraints": {
+        "keyword": "GraphRAG",
+        "require_all_people": true
+      },
+      "partition_group": "68a370d0d3d08c670414321802c9f228e3c2d17bc823277c2cb0a2a4f81314cc"
+    },
+    "source_evidence": [
+      {
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+        "sha256": "b9a32cce8605e044a4f2828ff2d91a2995a62ef3a841e62f0a225c97221f0cc8",
+        "field": "closed_world_metadata",
+        "tags": [
+          "chatbot",
+          "rasa",
+          "dialog",
+          "nlp"
+        ],
+        "categories": [
+          "bp2024",
+          "dp2026"
+        ]
+      },
+      {
+        "document_path": "pages/students/2022/valerii_kutsenko/README.md",
+        "sha256": "dc764c609ad3c1df59cfea997d4db82a591b1b1e0764453e319d841115507e4f",
+        "field": "closed_world_metadata",
+        "tags": [
+          "rag",
+          "nlp"
+        ],
+        "categories": [
+          "vp2024",
+          "bp2025",
+          "dp2027"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "dev",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0036",
+    "split": "dev",
+    "category": "shared_keyword_pair",
+    "difficulty": "hard",
+    "question": "Over prepojenie osôb Matej Ščišľak a Valerii Kutsenko cez kľúčové slovo GraphRAG a pomenuj spoločné kľúčové slovo.",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2021/matej_scislak/README.md",
+      "pages/students/2022/valerii_kutsenko/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak",
+      "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "shared_keyword_pair",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Matej Ščišľak"
+        },
+        {
+          "type": "person",
+          "value": "Valerii Kutsenko"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2021/matej_scislak/README.md",
+        "pages/students/2022/valerii_kutsenko/README.md"
+      ],
+      "no_answer_basis": "Requested shared keyword is absent from the raw frontmatter of at least one named person.",
+      "negative_constraints": {
+        "keyword": "GraphRAG",
+        "require_all_people": true
+      },
+      "partition_group": "68a370d0d3d08c670414321802c9f228e3c2d17bc823277c2cb0a2a4f81314cc"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2021/matej_scislak/README.md",
+        "sha256": "b9a32cce8605e044a4f2828ff2d91a2995a62ef3a841e62f0a225c97221f0cc8",
+        "field": "closed_world_metadata",
+        "tags": [
+          "chatbot",
+          "rasa",
+          "dialog",
+          "nlp"
+        ],
+        "categories": [
+          "bp2024",
+          "dp2026"
+        ]
+      },
+      {
+        "document_path": "pages/students/2022/valerii_kutsenko/README.md",
+        "sha256": "dc764c609ad3c1df59cfea997d4db82a591b1b1e0764453e319d841115507e4f",
+        "field": "closed_world_metadata",
+        "tags": [
+          "rag",
+          "nlp"
+        ],
+        "categories": [
+          "vp2024",
+          "bp2025",
+          "dp2027"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "dev",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0037",
+    "split": "dev",
+    "category": "shared_keyword_pair",
+    "difficulty": "hard",
+    "question": "Sú osoby Vladimír Ferko a Tetiana Mohorian v ZP Wiki prepojené cez kľúčové slovo hate speech? Uveď spoločné kľúčové slovo.",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2021/vladimir_ferko/README.md",
+      "pages/students/2022/tetiana_mohorian/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko",
+      "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "shared_keyword_pair",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Vladimír Ferko"
+        },
+        {
+          "type": "person",
+          "value": "Tetiana Mohorian"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
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+    "question": "Over prepojenie osôb Andrii Pervashov a Samuel Vasiľ cez kľúčové slovo OpenWebUI a pomenuj spoločné kľúčové slovo.",
+    "should_answer": false,
+    "expected_documents": [
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+      "no_answer_basis": "Requested shared keyword is absent from the raw frontmatter of at least one named person.",
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+    "question": "Sú osoby Valerii Kutsenko a Ján Pták v ZP Wiki prepojené cez kľúčové slovo RAG? Uveď spoločné kľúčové slovo.",
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+      "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
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+    "expected_answer_contains": [
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+        {
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+      ],
+      "expected_bindings": [
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+        {
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+      "expected_evidence_documents": [
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+      "expected_status": "ok",
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+        {
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+        {
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+          "value": "Ján Pták"
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+        {
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+      "expected_relations": [],
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+      "source_profiles": [
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+      "partition_group": "01729a24657efa58c0357c4614699a78c6b9df388d914f1a6edb787fd97eb6ab"
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+    "source_evidence": [
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+  {
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+    "difficulty": "hard",
+    "question": "Over prepojenie osôb Valerii Kutsenko a Ján Pták cez kľúčové slovo RAG a pomenuj spoločné kľúčové slovo.",
+    "should_answer": true,
+    "expected_documents": [
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+    "expected_answer_contains": [
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+        {
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+      ],
+      "expected_bindings": [
+        {
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+        {
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+      "expected_evidence_documents": [
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+        {
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+        {
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+          "value": "Ján Pták"
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+        {
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+      "expected_relations": [],
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+      "source_profiles": [
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+  {
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+    "split": "dev",
+    "category": "shared_keyword_pair",
+    "difficulty": "hard",
+    "question": "Sú osoby Oleh Poiasnik a Ján Malinovský v ZP Wiki prepojené cez kľúčové slovo znalostný graf? Uveď spoločné kľúčové slovo.",
+    "should_answer": false,
+    "expected_documents": [
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+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
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+    "expected_answer_contains": [],
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+          "value": "Oleh Poiasnik"
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+        {
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+      "expected_bindings": [],
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+      "expected_no_answer": true,
+      "expected_status": "no_answer",
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+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2022/jan_malinovsky/README.md",
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+      "no_answer_basis": "Requested shared keyword is absent from the raw frontmatter of at least one named person.",
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+      {
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+        "field": "closed_world_metadata",
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+        "categories": [
+          "dp2027"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "test",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0044",
+    "split": "dev",
+    "category": "shared_keyword_pair",
+    "difficulty": "hard",
+    "question": "Over prepojenie osôb Oleh Poiasnik a Ján Malinovský cez kľúčové slovo znalostný graf a pomenuj spoločné kľúčové slovo.",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2022/jan_malinovsky/README.md",
+      "pages/students/2022/oleh_poiasnik/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
+      "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
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+      "task": "shared_keyword_pair",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Oleh Poiasnik"
+        },
+        {
+          "type": "person",
+          "value": "Ján Malinovský"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2022/jan_malinovsky/README.md",
+        "pages/students/2022/oleh_poiasnik/README.md"
+      ],
+      "no_answer_basis": "Requested shared keyword is absent from the raw frontmatter of at least one named person.",
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+    },
+    "source_evidence": [
+      {
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+        "field": "closed_world_metadata",
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+          "nlp"
+        ],
+        "categories": [
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+          "dp2027"
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+      },
+      {
+        "document_path": "pages/students/2022/jan_malinovsky/README.md",
+        "sha256": "8af021bfb131fa005a7aec3e2f2f12fc17fa5dc14e2675311adbbfc445a4bcab",
+        "field": "closed_world_metadata",
+        "tags": [
+          "rag",
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+        ],
+        "categories": [
+          "dp2027"
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+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "test",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0045",
+    "split": "dev",
+    "category": "shared_keyword_pair",
+    "difficulty": "hard",
+    "question": "Sú osoby Oleh Poiasnik a Maksym Zatirka v ZP Wiki prepojené cez kľúčové slovo znalostný graf? Uveď spoločné kľúčové slovo.",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2022/oleh_poiasnik/README.md",
+      "pages/students/2023/maksym_zatirka/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik",
+      "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
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+      "task": "shared_keyword_pair",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Oleh Poiasnik"
+        },
+        {
+          "type": "person",
+          "value": "Maksym Zatirka"
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+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2022/oleh_poiasnik/README.md",
+        "pages/students/2023/maksym_zatirka/README.md"
+      ],
+      "no_answer_basis": "Requested shared keyword is absent from the raw frontmatter of at least one named person.",
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+    "source_evidence": [
+      {
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+        "field": "closed_world_metadata",
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+          "dp2027"
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+      {
+        "document_path": "pages/students/2023/maksym_zatirka/README.md",
+        "sha256": "7a7d2cbe276c352dacfbc6ba6de5f15303d30ecf34845ff8da8d085f3d67c3dd",
+        "field": "closed_world_metadata",
+        "tags": [
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+          "graph",
+          "db"
+        ],
+        "categories": [
+          "bp2026"
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+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
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+    "legacy_split": "test",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0046",
+    "split": "dev",
+    "category": "shared_keyword_pair",
+    "difficulty": "hard",
+    "question": "Over prepojenie osôb Oleh Poiasnik a Maksym Zatirka cez kľúčové slovo znalostný graf a pomenuj spoločné kľúčové slovo.",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2022/oleh_poiasnik/README.md",
+      "pages/students/2023/maksym_zatirka/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik",
+      "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
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+      "task": "shared_keyword_pair",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Oleh Poiasnik"
+        },
+        {
+          "type": "person",
+          "value": "Maksym Zatirka"
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+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2022/oleh_poiasnik/README.md",
+        "pages/students/2023/maksym_zatirka/README.md"
+      ],
+      "no_answer_basis": "Requested shared keyword is absent from the raw frontmatter of at least one named person.",
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+        "keyword": "znalostný graf",
+        "require_all_people": true
+      },
+      "partition_group": "d055e5ae24a27a2f3f4e9a1dbfa37ffeba7ba0b73ee29d823c12ae7d8d5a9f54"
+    },
+    "source_evidence": [
+      {
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+        "field": "closed_world_metadata",
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+      },
+      {
+        "document_path": "pages/students/2023/maksym_zatirka/README.md",
+        "sha256": "7a7d2cbe276c352dacfbc6ba6de5f15303d30ecf34845ff8da8d085f3d67c3dd",
+        "field": "closed_world_metadata",
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+          "nlp",
+          "graph",
+          "db"
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+        "categories": [
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+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
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+    "legacy_split": "test",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0047",
+    "split": "dev",
+    "category": "shared_keyword_pair",
+    "difficulty": "hard",
+    "question": "Sú osoby Ján Malinovský a Maksym Zatirka v ZP Wiki prepojené cez kľúčové slovo znalostný graf? Uveď spoločné kľúčové slovo.",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2022/jan_malinovsky/README.md",
+      "pages/students/2023/maksym_zatirka/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
+      "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka"
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+    "expected_answer_contains": [],
+    "graph": {
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+      "task": "shared_keyword_pair",
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+          "type": "person",
+          "value": "Ján Malinovský"
+        },
+        {
+          "type": "person",
+          "value": "Maksym Zatirka"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2022/jan_malinovsky/README.md",
+        "pages/students/2023/maksym_zatirka/README.md"
+      ],
+      "no_answer_basis": "Requested shared keyword is absent from the raw frontmatter of at least one named person.",
+      "negative_constraints": {
+        "keyword": "znalostný graf",
+        "require_all_people": true
+      },
+      "partition_group": "1eddf2f9466779dabbc79215ab6398c917fbe35b07d8325c7b395b9ae71d45d1"
+    },
+    "source_evidence": [
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+        "field": "closed_world_metadata",
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+        "categories": [
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+      },
+      {
+        "document_path": "pages/students/2023/maksym_zatirka/README.md",
+        "sha256": "7a7d2cbe276c352dacfbc6ba6de5f15303d30ecf34845ff8da8d085f3d67c3dd",
+        "field": "closed_world_metadata",
+        "tags": [
+          "nlp",
+          "graph",
+          "db"
+        ],
+        "categories": [
+          "bp2026"
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+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
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+    "legacy_split": "test",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0048",
+    "split": "dev",
+    "category": "shared_keyword_pair",
+    "difficulty": "hard",
+    "question": "Over prepojenie osôb Ján Malinovský a Maksym Zatirka cez kľúčové slovo znalostný graf a pomenuj spoločné kľúčové slovo.",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2022/jan_malinovsky/README.md",
+      "pages/students/2023/maksym_zatirka/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
+      "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
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+      "task": "shared_keyword_pair",
+      "start_entities": [
+        {
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+        },
+        {
+          "type": "person",
+          "value": "Maksym Zatirka"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2022/jan_malinovsky/README.md",
+        "pages/students/2023/maksym_zatirka/README.md"
+      ],
+      "no_answer_basis": "Requested shared keyword is absent from the raw frontmatter of at least one named person.",
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+      "partition_group": "1eddf2f9466779dabbc79215ab6398c917fbe35b07d8325c7b395b9ae71d45d1"
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+    "source_evidence": [
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+        "field": "closed_world_metadata",
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+        "categories": [
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+      },
+      {
+        "document_path": "pages/students/2023/maksym_zatirka/README.md",
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+        "field": "closed_world_metadata",
+        "tags": [
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+          "graph",
+          "db"
+        ],
+        "categories": [
+          "bp2026"
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+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "test",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0049",
+    "split": "dev",
+    "category": "shared_keyword_pair",
+    "difficulty": "hard",
+    "question": "Sú osoby Tetiana Mohorian a Rostyslav Rodzhuk v ZP Wiki prepojené cez kľúčové slovo LLM? Uveď spoločné kľúčové slovo.",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2022/tetiana_mohorian/README.md",
+      "pages/students/2023/rostyslav_rodzhuk/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
+      "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
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+      "task": "shared_keyword_pair",
+      "start_entities": [
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+          "value": "Tetiana Mohorian"
+        },
+        {
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+          "value": "Rostyslav Rodzhuk"
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+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2022/tetiana_mohorian/README.md",
+        "pages/students/2023/rostyslav_rodzhuk/README.md"
+      ],
+      "no_answer_basis": "Requested shared keyword is absent from the raw frontmatter of at least one named person.",
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+    "source_evidence": [
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+        "field": "closed_world_metadata",
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+        "categories": [
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+      },
+      {
+        "document_path": "pages/students/2023/rostyslav_rodzhuk/README.md",
+        "sha256": "de356dd7427c8a0716c165a0f88ae47b691a86ee7a388f60e2d2e9306298415c",
+        "field": "closed_world_metadata",
+        "tags": [
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+        "categories": [
+          "vp2025",
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+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "dev",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0050",
+    "split": "dev",
+    "category": "shared_keyword_pair",
+    "difficulty": "hard",
+    "question": "Over prepojenie osôb Tetiana Mohorian a Rostyslav Rodzhuk cez kľúčové slovo LLM a pomenuj spoločné kľúčové slovo.",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2022/tetiana_mohorian/README.md",
+      "pages/students/2023/rostyslav_rodzhuk/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian",
+      "https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
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+      "task": "shared_keyword_pair",
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+        },
+        {
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+      ],
+      "expected_bindings": [],
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+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
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+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2022/tetiana_mohorian/README.md",
+        "pages/students/2023/rostyslav_rodzhuk/README.md"
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+      "no_answer_basis": "Requested shared keyword is absent from the raw frontmatter of at least one named person.",
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+    "source_evidence": [
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+        "field": "closed_world_metadata",
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+      },
+      {
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+        "field": "closed_world_metadata",
+        "tags": [
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+        ],
+        "categories": [
+          "vp2025",
+          "bp2026"
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+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "dev",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0051",
+    "split": "dev",
+    "category": "shared_keyword_pair",
+    "difficulty": "hard",
+    "question": "Sú osoby Ján Malinovský a Samuel Vasiľ v ZP Wiki prepojené cez kľúčové slovo RAG? Uveď spoločné kľúčové slovo.",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2022/jan_malinovsky/README.md",
+      "pages/students/2022/samuel_vasil/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
+      "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil"
+    ],
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+    "expected_documents": [
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+    "expected_answer_contains": [
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+      "expected_bindings": [
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+        {
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+    "expected_answer_contains": [
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+      "expected_bindings": [
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+    "expected_documents": [
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+    "expected_answer_contains": [
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+      "expected_no_answer": false,
+      "expected_status": "ok",
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+        "academic_kind": "Thesis",
+        "academic_type": "bachelor_thesis",
+        "title": "Získavanie textu  z webových stránok",
+        "year": 2026,
+        "heading_line": 13,
+        "title_line": 18,
+        "year_basis": "heading"
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
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+  {
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+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Vladyslav Yanchenko, ak jej dokument zároveň obsahuje kľúčové slovo cloud?",
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+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko"
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+    "expected_answer_contains": [],
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+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Vladyslav Yanchenko"
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+      ],
+      "expected_bindings": [],
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+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2022/vladyslav_yanchenko/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
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+        "field": "closed_world_metadata",
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+          "klaud"
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+  {
+    "id": "regression-0296",
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+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Simona Bobrovčanová, ak jej dokument zároveň obsahuje kľúčové slovo slovenský text?",
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+    "expected_documents": [
+      "pages/students/2023/simona_bobrovcanova/README.md"
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+      "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova"
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+          "type": "person",
+          "value": "Simona Bobrovčanová"
+        }
+      ],
+      "expected_bindings": [],
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+      "expected_no_answer": true,
+      "expected_status": "no_answer",
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+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2023/simona_bobrovcanova/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
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+      "partition_group": "8306b40c153c59d0b4703ba81c7944b76ac72d1f4f079564ed5816154041dbeb"
+    },
+    "source_evidence": [
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+        "field": "closed_world_metadata",
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+  },
+  {
+    "id": "regression-0297",
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+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Kristián Sopkovič, ak jej dokument zároveň obsahuje kľúčové slovo transformery?",
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+    "expected_documents": [
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+      "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"
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+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Kristián Sopkovič"
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+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
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+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2019/kristian_sopkovic/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
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+    "source_evidence": [
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+        "sha256": "3286960fb30f584df35455f9b6dfae81ca4827a1d711d2bcd6e48c3f150c9279",
+        "field": "closed_world_metadata",
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+    "legacy_split": "dev",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0298",
+    "split": "dev",
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+    "question": "Aký je názov práce osoby Tetiana Mohorian, ak jej dokument zároveň obsahuje kľúčové slovo hate speech?",
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+      "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian"
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+      "start_entities": [
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+          "type": "person",
+          "value": "Tetiana Mohorian"
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+      ],
+      "expected_bindings": [],
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+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
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+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2022/tetiana_mohorian/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
+      "negative_constraints": {
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+      "partition_group": "ae3c9968d2ffd557bf723fe191f2eba5e88a1b9960b5d536a98b9d1323768851"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2022/tetiana_mohorian/README.md",
+        "sha256": "c9efdc632bf1ca89a0bfde0dc00be7aaac8a85da3d92e2ce8506236c73e93cfb",
+        "field": "closed_world_metadata",
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+          "nlp"
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+        "categories": [
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+    "evidence_basis": [
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+    "legacy_split": "dev",
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+  },
+  {
+    "id": "regression-0299",
+    "split": "dev",
+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Matej Ščišľak, ak jej dokument zároveň obsahuje kľúčové slovo FAISS?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2021/matej_scislak/README.md"
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+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
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+      "start_entities": [
+        {
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+          "value": "Matej Ščišľak"
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+      "expected_bindings": [],
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+      "expected_no_answer": true,
+      "expected_status": "no_answer",
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+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2021/matej_scislak/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
+      "negative_constraints": {
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+      "partition_group": "a82c82791d59e1570e35df2845121e9a8b49993579f1e03a0ae8dc3704d7ef4d"
+    },
+    "source_evidence": [
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+        "field": "closed_world_metadata",
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+    "legacy_split": "dev",
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+  {
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+    "category": "person_keyword_title",
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+    "expected_documents": [
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+    "expected_source_urls": [
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+    "expected_answer_contains": [],
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+        {
+          "type": "person",
+          "value": "Ján Pták"
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+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2022/jan_ptak/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
+      "negative_constraints": {
+        "keyword": "OpenWebUI"
+      },
+      "partition_group": "f8faefac4494393eef49ef96344eb4e6f9790cd15f267577b99960cc30cdc75f"
+    },
+    "source_evidence": [
+      {
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+        "field": "closed_world_metadata",
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+    "evidence_basis": [
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+    "legacy_split": "dev",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0301",
+    "split": "dev",
+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Matej Ščišľak, ak jej dokument zároveň obsahuje kľúčové slovo Neo4J?",
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+    "expected_documents": [
+      "pages/students/2021/matej_scislak/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
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+      "task": "person_keyword_title",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Matej Ščišľak"
+        }
+      ],
+      "expected_bindings": [],
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+      "expected_no_answer": true,
+      "expected_status": "no_answer",
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+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2021/matej_scislak/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
+      "negative_constraints": {
+        "keyword": "Neo4J"
+      },
+      "partition_group": "8f54ff562bd6568d79fefc87dabe3c6f5e682acd99ef6c5095592da4b3eac9d7"
+    },
+    "source_evidence": [
+      {
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+        "sha256": "b9a32cce8605e044a4f2828ff2d91a2995a62ef3a841e62f0a225c97221f0cc8",
+        "field": "closed_world_metadata",
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+          "chatbot",
+          "rasa",
+          "dialog",
+          "nlp"
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+          "bp2024",
+          "dp2026"
+        ]
+      }
+    ],
+    "evidence_basis": [
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+    ],
+    "legacy_split": "dev",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0302",
+    "split": "dev",
+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Tetiana Mohorian, ak jej dokument zároveň obsahuje kľúčové slovo prompting?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2022/tetiana_mohorian/README.md"
+    ],
+    "expected_source_urls": [
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+    ],
+    "expected_answer_contains": [],
+    "graph": {
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+      "start_entities": [
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+          "value": "Tetiana Mohorian"
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+      "expected_bindings": [],
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+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
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+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2022/tetiana_mohorian/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
+      "negative_constraints": {
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+      },
+      "partition_group": "a61d26c2c559942fb553a7678ceb1cddd79d9c0b7f019c4c69a508528ca5ac53"
+    },
+    "source_evidence": [
+      {
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+        "field": "closed_world_metadata",
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+        ],
+        "categories": [
+          "bp2025"
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+      }
+    ],
+    "evidence_basis": [
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+    "legacy_split": "dev",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0303",
+    "split": "dev",
+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Maroš Harahus, ak jej dokument zároveň obsahuje kľúčové slovo morfologická anotácia?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2016/maros_harahus/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
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+      "task": "person_keyword_title",
+      "start_entities": [
+        {
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+          "value": "Maroš Harahus"
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+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2016/maros_harahus/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
+      "negative_constraints": {
+        "keyword": "morfologická anotácia"
+      },
+      "partition_group": "bda782ea62b0cac277154f61406391194fe6727d66b23bf194cf8036dcb77379"
+    },
+    "source_evidence": [
+      {
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+        "field": "closed_world_metadata",
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+          "bp2019"
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+      },
+      {
+        "document_path": "pages/students/2016/maros_harahus/timovy_projekt/README.md",
+        "sha256": "75af19f7c68f4b646fa1dbae75f3f3dfc52633a9f9da1400d21808bb20be0d83",
+        "field": "closed_world_metadata",
+        "tags": [
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+        "categories": [
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+      }
+    ],
+    "evidence_basis": [
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+    ],
+    "legacy_split": "dev",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0304",
+    "split": "dev",
+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Tomáš Kuchárik, ak jej dokument zároveň obsahuje kľúčové slovo SQuAD?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2016/tomas_kucharik/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
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+      "task": "person_keyword_title",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Tomáš Kuchárik"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2016/tomas_kucharik/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
+      "negative_constraints": {
+        "keyword": "SQuAD"
+      },
+      "partition_group": "678f8c97dcce1c62e49ff464ef229b6688c22a4cd78f5655935a863bfa895d8b"
+    },
+    "source_evidence": [
+      {
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+        "sha256": "6a1a215433eb1857660177b4cb2ecec03c6a86743d3a04cd6d5c9d9682c9e63b",
+        "field": "closed_world_metadata",
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+          "dp2021",
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+    "legacy_split": "dev",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0305",
+    "split": "dev",
+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Ján Pták, ak jej dokument zároveň obsahuje kľúčové slovo Docker?",
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+    "expected_documents": [
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+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
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+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2022/jan_ptak/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
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+  {
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+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Denis Le Thanh, ak jej dokument zároveň obsahuje kľúčové slovo inštrukcie?",
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+    "expected_documents": [
+      "pages/students/2023/denis_le_thanh/README.md"
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+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh"
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+          "value": "Denis Le Thanh"
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+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
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+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2023/denis_le_thanh/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
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+      "partition_group": "1faa9d65b4442bd3a60590ace2075807cab6e56ea76d826e44f7992ac435746b"
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+  {
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+    "split": "dev",
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+    "question": "Aký je názov práce osoby Martin Šarišský, ak jej dokument zároveň obsahuje kľúčové slovo právne informácie?",
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+    "expected_documents": [
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+    "expected_source_urls": [
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+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2021/martin_sarissky/README.md"
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+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
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+  {
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+    "category": "person_keyword_title",
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+    "question": "Aký je názov práce osoby Ján Malinovský, ak jej dokument zároveň obsahuje kľúčové slovo RAG?",
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+      "2026"
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+          "keyword": "RAG"
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+          "any_of": [
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+              "source_url": "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"
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+      "expected_no_answer": false,
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+        {
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+          "value": "2026"
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+      ],
+      "expected_relations": [],
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+        "year_basis": "heading"
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+    ],
+    "evidence_basis": [
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+    "should_answer": false,
+    "expected_documents": [
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+    "expected_source_urls": [
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+      "expected_status": "no_answer",
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+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
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+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
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+    "source_evidence": [
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+  {
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+    "split": "dev",
+    "category": "person_keyword_title",
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+    "question": "Aký je názov práce osoby Eduard Matovka, ak jej dokument zároveň obsahuje kľúčové slovo SlovakAlpaca?",
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+    "expected_documents": [
+      "pages/students/2021/eduard_matovka/README.md"
+    ],
+    "expected_source_urls": [
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+      "source_profiles": [
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+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
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+  },
+  {
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+    "split": "dev",
+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Dárius Lindvai, ak jej dokument zároveň obsahuje kľúčové slovo BiLSTM?",
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+    "expected_documents": [
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+    "expected_source_urls": [
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+      "expected_status": "no_answer",
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+      "source_profiles": [
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+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
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+    "source_evidence": [
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+        "field": "closed_world_metadata",
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+      },
+      {
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+        "field": "closed_world_metadata",
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+        "categories": [
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+    "legacy_split": "test",
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+  },
+  {
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+    "split": "dev",
+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Lukáš Pokrývka, ak jej dokument zároveň obsahuje kľúčové slovo NCCL?",
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+    "expected_documents": [
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+    "expected_answer_contains": [],
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+      "expected_bindings": [],
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+      "expected_status": "no_answer",
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+      "expected_properties": [],
+      "source_profiles": [
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+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
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+    "source_evidence": [
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+        "field": "closed_world_metadata",
+        "tags": [
+          "gpu",
+          "cloud"
+        ],
+        "categories": [
+          "dp2021",
+          "bp2019"
+        ]
+      },
+      {
+        "document_path": "pages/students/2016/lukas_pokryvka/dp2021/README.md",
+        "sha256": "39b61376ce108e4a930f926ab2d6a997207457121bccfcf617129a3b210a15cf",
+        "field": "closed_world_metadata",
+        "tags": [],
+        "categories": []
+      },
+      {
+        "document_path": "pages/students/2016/lukas_pokryvka/timovy_projekt/README.md",
+        "sha256": "4de4b6c8cfed17b6c60090f82df1d55a66be70a79d3013850689b2baebdd801b",
+        "field": "closed_world_metadata",
+        "tags": [
+          "gpu",
+          "nlp"
+        ],
+        "categories": [
+          "tp2020"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "test",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0313",
+    "split": "dev",
+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Ronald Zalacko, ak jej dokument zároveň obsahuje kľúčové slovo Docker?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2023/ronald_zalacko/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "person_keyword_title",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Ronald Zalacko"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2023/ronald_zalacko/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
+      "negative_constraints": {
+        "keyword": "Docker"
+      },
+      "partition_group": "b83c93dc196492f0c44924fef416073be68fc018f4175fab1e352a10cd8d534e"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2023/ronald_zalacko/README.md",
+        "sha256": "724b0f8e6e641236dba9bddbd77f4546e09514076c7dfb151807aaf4b882c96f",
+        "field": "closed_world_metadata",
+        "tags": [
+          "web"
+        ],
+        "categories": [
+          "bp2026"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "test",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0314",
+    "split": "dev",
+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Samuel Džurina, ak jej dokument zároveň obsahuje kľúčové slovo zásielková spoločnosť?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2023/samuel_dzurina/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "person_keyword_title",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Samuel Džurina"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2023/samuel_dzurina/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
+      "negative_constraints": {
+        "keyword": "zásielková spoločnosť"
+      },
+      "partition_group": "3ee6d9d4537d1c45f15ec565e8abfd40e85e1300f9faa9d97cb50648b9879901"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2023/samuel_dzurina/README.md",
+        "sha256": "4818191d044b91219c796a35010c95da5cf2093e050d494f30b219b91e13fa0e",
+        "field": "closed_world_metadata",
+        "tags": [
+          "lm",
+          "nlp",
+          "agent"
+        ],
+        "categories": [
+          "bp2026"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "dev",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0315",
+    "split": "dev",
+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Samuel Vasiľ, ak jej dokument zároveň obsahuje kľúčové slovo RAG?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2022/samuel_vasil/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "person_keyword_title",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Samuel Vasiľ"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2022/samuel_vasil/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
+      "negative_constraints": {
+        "keyword": "RAG"
+      },
+      "partition_group": "065aa805a3ff927f7c7f9073edf4f3b3f89bc773d955b734ef6dd8564d0a8b68"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2022/samuel_vasil/README.md",
+        "sha256": "67c807049147aacd04f3050f4ff0233a8b3f0a239ab173b430e13dfe113ad0a5",
+        "field": "closed_world_metadata",
+        "tags": [
+          "llm",
+          "nlp"
+        ],
+        "categories": [
+          "bp2026"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "test",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0316",
+    "split": "dev",
+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Valerii Kutsenko, ak jej dokument zároveň obsahuje kľúčové slovo znalostný graf?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2022/valerii_kutsenko/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "person_keyword_title",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Valerii Kutsenko"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2022/valerii_kutsenko/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
+      "negative_constraints": {
+        "keyword": "znalostný graf"
+      },
+      "partition_group": "7291259e337710a9e2d46c2fc66911ab52bd84f4071d6fc1fdd4c37de1a23e3a"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2022/valerii_kutsenko/README.md",
+        "sha256": "dc764c609ad3c1df59cfea997d4db82a591b1b1e0764453e319d841115507e4f",
+        "field": "closed_world_metadata",
+        "tags": [
+          "rag",
+          "nlp"
+        ],
+        "categories": [
+          "vp2024",
+          "bp2025",
+          "dp2027"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "dev",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0317",
+    "split": "dev",
+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Oleh Poiasnik, ak jej dokument zároveň obsahuje kľúčové slovo lekáreň?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2022/oleh_poiasnik/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "person_keyword_title",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Oleh Poiasnik"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2022/oleh_poiasnik/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
+      "negative_constraints": {
+        "keyword": "lekáreň"
+      },
+      "partition_group": "907d13c97f7ff30ceab4a49b13df37d54025416a0c4cc6c3dbd2a2c5ba5b9b9f"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2022/oleh_poiasnik/README.md",
+        "sha256": "c2f7dc3f61f8b4a5b43ded1e3ae4c7d3e7f874439ee6b17dd9c8d45dabc25bc8",
+        "field": "closed_world_metadata",
+        "tags": [
+          "rag",
+          "nlp"
+        ],
+        "categories": [
+          "bp2025",
+          "dp2027"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "test",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0318",
+    "split": "dev",
+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Dmytro Ushatenko, ak jej dokument zároveň obsahuje kľúčové slovo chatbot?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2017/dmytro_ushatenko/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "person_keyword_title",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Dmytro Ushatenko"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2017/dmytro_ushatenko/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
+      "negative_constraints": {
+        "keyword": "chatbot"
+      },
+      "partition_group": "29266e90f5462fc7f067b4f7d0516f181b7f45e3c3ef18c5fed4a7440ec66050"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2017/dmytro_ushatenko/README.md",
+        "sha256": "65f4ac177d492162b08ca5da3d9eb048bd088a3c117a28a662113b7e4bc3a4ec",
+        "field": "closed_world_metadata",
+        "tags": [
+          "chatobot",
+          "demo",
+          "nlp"
+        ],
+        "categories": [
+          "bp2020"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "test",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0319",
+    "split": "dev",
+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Maroš Harahus, ak jej dokument zároveň obsahuje kľúčové slovo grafové neurónové siete?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2016/maros_harahus/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "person_keyword_title",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Maroš Harahus"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2016/maros_harahus/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
+      "negative_constraints": {
+        "keyword": "grafové neurónové siete"
+      },
+      "partition_group": "6b84958da7c408de026b75e79d37297726ca6181b0e8c1138e4a3f9559bb8ede"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2016/maros_harahus/README.md",
+        "sha256": "0da150e91918632c9e8cd1443f04da403595a372517e254928ce9f76c9d5033d",
+        "field": "closed_world_metadata",
+        "tags": [
+          "spelling",
+          "spacy",
+          "nlp"
+        ],
+        "categories": [
+          "dp2021",
+          "bp2019"
+        ]
+      },
+      {
+        "document_path": "pages/students/2016/maros_harahus/timovy_projekt/README.md",
+        "sha256": "75af19f7c68f4b646fa1dbae75f3f3dfc52633a9f9da1400d21808bb20be0d83",
+        "field": "closed_world_metadata",
+        "tags": [
+          "spacy",
+          "nlp"
+        ],
+        "categories": [
+          "tp2020"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "dev",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0320",
+    "split": "dev",
+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Dmytro Ushatenko, ak jej dokument zároveň obsahuje kľúčové slovo Python?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2017/dmytro_ushatenko/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "person_keyword_title",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Dmytro Ushatenko"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2017/dmytro_ushatenko/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
+      "negative_constraints": {
+        "keyword": "Python"
+      },
+      "partition_group": "bcc50cbde64938e5e02a3c87b3d35851e49fb21f70b9ad5fed0f51a9c0d7eecd"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2017/dmytro_ushatenko/README.md",
+        "sha256": "65f4ac177d492162b08ca5da3d9eb048bd088a3c117a28a662113b7e4bc3a4ec",
+        "field": "closed_world_metadata",
+        "tags": [
+          "chatobot",
+          "demo",
+          "nlp"
+        ],
+        "categories": [
+          "bp2020"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "test",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0321",
+    "split": "dev",
+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Martin Wencel, ak jej dokument zároveň obsahuje kľúčové slovo morfologická analýza?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2018/martin_wencel/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "person_keyword_title",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Martin Wencel"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2018/martin_wencel/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
+      "negative_constraints": {
+        "keyword": "morfologická analýza"
+      },
+      "partition_group": "56c8870e1d3733ffab56a4a0844c26b906c478ceca1de9328c7f66202db6ef17"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2018/martin_wencel/README.md",
+        "sha256": "0e6a7a981689f22304f8baa5de97d4315c0695c94c9277de7851943eb012253b",
+        "field": "closed_world_metadata",
+        "tags": [
+          "demo",
+          "nlp",
+          "spacy"
+        ],
+        "categories": [
+          "bp2021"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "test",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0322",
+    "split": "dev",
+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Artem Yatsenko, ak jej dokument zároveň obsahuje kľúčové slovo anotácia?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2019/artem_yatsenko/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "person_keyword_title",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Artem Yatsenko"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
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+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
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+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Simona Bobrovčanová, ak jej dokument zároveň obsahuje kľúčové slovo sumarizácia?",
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+        "pages/students/2023/simona_bobrovcanova/README.md"
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+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
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+  {
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+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
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+  {
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+    "question": "Aký je názov práce osoby Andrii Pervashov, ak jej dokument zároveň obsahuje kľúčové slovo speech-to-text?",
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+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
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+  {
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+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Ronald Zalacko, ak jej dokument zároveň obsahuje kľúčové slovo robotické súťaže?",
+    "should_answer": false,
+    "expected_documents": [
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+      "https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko"
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+      "source_profiles": [
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+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
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+    "question": "Aký je názov práce osoby Ján Holp, ak jej dokument zároveň obsahuje kľúčové slovo získavanie informácií?",
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+      "source_profiles": [
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+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
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+        "field": "closed_world_metadata",
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+      {
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+        "field": "closed_world_metadata",
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+      },
+      {
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+        "field": "closed_world_metadata",
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+    "legacy_split": "dev",
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+  },
+  {
+    "id": "regression-0328",
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+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Rostyslav Rodzhuk, ak jej dokument zároveň obsahuje kľúčové slovo špeciálny pedagóg?",
+    "should_answer": false,
+    "expected_documents": [
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+      "source_profiles": [
+        "pages/students/2023/rostyslav_rodzhuk/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
+      "negative_constraints": {
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+  },
+  {
+    "id": "regression-0329",
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+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Valerii Kutsenko, ak jej dokument zároveň obsahuje kľúčové slovo GraphRAG?",
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+    "expected_documents": [
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+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2022/valerii_kutsenko/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
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+    },
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+    "legacy_split": "dev",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0330",
+    "split": "dev",
+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Tetiana Mohorian, ak jej dokument zároveň obsahuje kľúčové slovo LLM?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2022/tetiana_mohorian/README.md"
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+      ],
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+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2022/tetiana_mohorian/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
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+        "field": "closed_world_metadata",
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+    "evidence_basis": [
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+    "legacy_split": "dev",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0331",
+    "split": "dev",
+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Yevhenii Medushivskyi, ak jej dokument zároveň obsahuje kľúčové slovo deduplikácia?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2023/yevhenii_medushivskyi/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi"
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+    "expected_answer_contains": [],
+    "graph": {
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+      "task": "person_keyword_title",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Yevhenii Medushivskyi"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2023/yevhenii_medushivskyi/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
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+        "academic_kind": "Thesis",
+        "academic_type": "diploma_thesis",
+        "title": "Systém získavania informácií v slovenskom jazyku.",
+        "year": 2021,
+        "heading_line": 13,
+        "title_line": 15,
+        "year_basis": "heading"
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+      {
+        "document_path": "pages/students/2016/jan_holp/README.md",
+        "sha256": "80d6a8492766e5bfa61673a372e5f059d30c8e335de39842866c51485960e4d3",
+        "field": "taxonomy.tag",
+        "value": "PageRank"
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+      {
+        "document_path": "pages/students/2016/jan_holp/README.md",
+        "sha256": "80d6a8492766e5bfa61673a372e5f059d30c8e335de39842866c51485960e4d3",
+        "field": "academic_record",
+        "academic_kind": "Thesis",
+        "academic_type": "bachelor_thesis",
+        "title": "Vyhľadávač na slovenskom internete",
+        "year": 2019,
+        "heading_line": 225,
+        "title_line": 229,
+        "year_basis": "heading"
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ]
+  },
+  {
+    "id": "regression-0356",
+    "split": "dev",
+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Márk Fehér, ak jej dokument zároveň obsahuje kľúčové slovo klasifikácia textu?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2016/mark_feher/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2016/mark_feher"
+    ],
+    "expected_answer_contains": [],
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+      "task": "person_keyword_title",
+      "start_entities": [
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+          "type": "person",
+          "value": "Márk Fehér"
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+      ],
+      "expected_bindings": [],
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+      "expected_path_patterns": [],
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+      "expected_status": "no_answer",
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+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2016/mark_feher/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
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+    "source_evidence": [
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+        "field": "closed_world_metadata",
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+          "klasifikácia"
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+          "dp2022"
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+    "evidence_basis": [
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+    "legacy_split": "test",
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+  },
+  {
+    "id": "regression-0357",
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+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Denis Le Thanh, ak jej dokument zároveň obsahuje kľúčové slovo Slovak Mistral?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2023/denis_le_thanh/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh"
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+    "expected_answer_contains": [],
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+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Denis Le Thanh"
+        }
+      ],
+      "expected_bindings": [],
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+      "expected_no_answer": true,
+      "expected_status": "no_answer",
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+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2023/denis_le_thanh/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
+      "negative_constraints": {
+        "keyword": "Slovak Mistral"
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+      "partition_group": "2e475a62766ed83a5f8fa8b159a0dcebadeb0a715caf2b9c4adb48a2f82a6711"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2023/denis_le_thanh/README.md",
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+        "field": "closed_world_metadata",
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+  },
+  {
+    "id": "regression-0358",
+    "split": "dev",
+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Denis Le Thanh, ak jej dokument zároveň obsahuje kľúčové slovo kyberbezpečnosť?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2023/denis_le_thanh/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh"
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+    "expected_answer_contains": [],
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+      "task": "person_keyword_title",
+      "start_entities": [
+        {
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+          "value": "Denis Le Thanh"
+        }
+      ],
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+      "expected_no_answer": true,
+      "expected_status": "no_answer",
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+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2023/denis_le_thanh/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
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+    },
+    "source_evidence": [
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+        "field": "closed_world_metadata",
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+  {
+    "id": "regression-0359",
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+    "category": "person_keyword_title",
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+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2023/simona_bobrovcanova/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova"
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+      "task": "person_keyword_title",
+      "start_entities": [
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+          "value": "Simona Bobrovčanová"
+        }
+      ],
+      "expected_bindings": [],
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+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2023/simona_bobrovcanova/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
+      "negative_constraints": {
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+      "partition_group": "96df7010a697fab7b69cb46734eddfa7b3af1af0f8446937261ea20a31bea0dc"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2023/simona_bobrovcanova/README.md",
+        "sha256": "e473a1911dae10ab40e2cf6696a8be616a58c22aaf09af5953fbac475791a35e",
+        "field": "closed_world_metadata",
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+    "evidence_basis": [
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+    "legacy_split": "dev",
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+  },
+  {
+    "id": "regression-0360",
+    "split": "dev",
+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Maksym Zatirka, ak jej dokument zároveň obsahuje kľúčové slovo slovenské právo?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2023/maksym_zatirka/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka"
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+    "expected_answer_contains": [],
+    "graph": {
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+      "task": "person_keyword_title",
+      "start_entities": [
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+      ],
+      "expected_bindings": [],
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+      "expected_no_answer": true,
+      "expected_status": "no_answer",
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+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2023/maksym_zatirka/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
+      "negative_constraints": {
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+      "partition_group": "26d90f94060149163f6859c052d2f1154e8960cf8fbda1fe381a5fee3b5302f0"
+    },
+    "source_evidence": [
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+        "field": "closed_world_metadata",
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+    "legacy_split": "test",
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+  },
+  {
+    "id": "regression-0361",
+    "split": "dev",
+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Michal Stromko, ak jej dokument zároveň obsahuje kľúčové slovo FAISS?",
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+    "expected_documents": [
+      "pages/students/2019/michal_stromko/README.md"
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+    "expected_source_urls": [
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+      "task": "person_keyword_title",
+      "start_entities": [
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+          "value": "Michal Stromko"
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+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2019/michal_stromko/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
+      "negative_constraints": {
+        "keyword": "FAISS"
+      },
+      "partition_group": "2df52776cb03a89da91a650a9ba6b7818d638ca2a57886173f5d5d9832f6f0b5"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2019/michal_stromko/README.md",
+        "sha256": "3ae1dd9b6638a6a249a94be3f3846286555666aefa225bb3a2c7288b35900ce7",
+        "field": "closed_world_metadata",
+        "tags": [
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+          "cloud",
+          "demo",
+          "nlp"
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+        "categories": [
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+          "bp2022",
+          "dp2024"
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+      },
+      {
+        "document_path": "pages/students/2019/michal_stromko/vp2021/README.md",
+        "sha256": "feb2e093fdd6461239e79b1e1f96e65a1c8cd96e8a2b70535ae556a9c198046a",
+        "field": "closed_world_metadata",
+        "tags": [],
+        "categories": []
+      },
+      {
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+        "sha256": "40e3fa448c7329ef863e705435e23fe6b4788de440710f066fe0eed92d132bad",
+        "field": "closed_world_metadata",
+        "tags": [],
+        "categories": []
+      },
+      {
+        "document_path": "pages/students/2019/michal_stromko/vp2021/tutorials/img/README.md",
+        "sha256": "e8d3ac160b17dfdee2c3e996bf6a03af7a6f16f9140bf5cf7ee343a82dd1865f",
+        "field": "closed_world_metadata",
+        "tags": [],
+        "categories": []
+      }
+    ],
+    "evidence_basis": [
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+    ],
+    "legacy_split": "dev",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0362",
+    "split": "dev",
+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Alina Vitko, ak jej dokument zároveň obsahuje kľúčové slovo Question Answering?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2019/alina_vitko/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
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+      "task": "person_keyword_title",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Alina Vitko"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2019/alina_vitko/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
+      "negative_constraints": {
+        "keyword": "Question Answering"
+      },
+      "partition_group": "e594f36412cd1ecca12e5ac5b96dd96be2e4bef7a0801cf4d4444bdd143a4890"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2019/alina_vitko/README.md",
+        "sha256": "9b071fe2aff470c275ae027be236fe836f741f774cabb9cbbb55304a8d5102cd",
+        "field": "closed_world_metadata",
+        "tags": [
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+        "categories": [
+          "bp2022"
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+      }
+    ],
+    "evidence_basis": [
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+    "legacy_split": "test",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0363",
+    "split": "dev",
+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Oleh Poiasnik, ak jej dokument zároveň obsahuje kľúčové slovo LightRAG?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2022/oleh_poiasnik/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "person_keyword_title",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Oleh Poiasnik"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2022/oleh_poiasnik/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
+      "negative_constraints": {
+        "keyword": "LightRAG"
+      },
+      "partition_group": "3184d51bc981d7c5697ac43c9f0a60ba315fcd505ca4885fee4f816fd6523fb0"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2022/oleh_poiasnik/README.md",
+        "sha256": "c2f7dc3f61f8b4a5b43ded1e3ae4c7d3e7f874439ee6b17dd9c8d45dabc25bc8",
+        "field": "closed_world_metadata",
+        "tags": [
+          "rag",
+          "nlp"
+        ],
+        "categories": [
+          "bp2025",
+          "dp2027"
+        ]
+      }
+    ],
+    "evidence_basis": [
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+    ],
+    "legacy_split": "test",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0364",
+    "split": "dev",
+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Daniil Huzenko, ak jej dokument zároveň obsahuje kľúčové slovo Kubernetes?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2022/daniil_huzenko/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "person_keyword_title",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Daniil Huzenko"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2022/daniil_huzenko/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
+      "negative_constraints": {
+        "keyword": "Kubernetes"
+      },
+      "partition_group": "af1829c4ae7f24610d08918722a4fa7b1113d476154ed2e305e9f2dda49a3459"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2022/daniil_huzenko/README.md",
+        "sha256": "390782fbff6220a9462060ce1a62959f2a2b88f42d06e2c51d1f406b75d73f2c",
+        "field": "closed_world_metadata",
+        "tags": [
+          "klaud"
+        ],
+        "categories": [
+          "bp2025"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "dev",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0365",
+    "split": "dev",
+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Andrii Pervashov, ak jej dokument zároveň obsahuje kľúčové slovo OpenWebUI?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2022/andrii_pervashov/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "person_keyword_title",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Andrii Pervashov"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2022/andrii_pervashov/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
+      "negative_constraints": {
+        "keyword": "OpenWebUI"
+      },
+      "partition_group": "973dee10aa9e02e6c50b8db8d1729805cbfc88019a8c18832a5a0bafafe2f8dc"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2022/andrii_pervashov/README.md",
+        "sha256": "319dcaa1cc2e29dd7e3a710bab26cb3ac6944ab71b0b97e1de076b1199122334",
+        "field": "closed_world_metadata",
+        "tags": [
+          "rag",
+          "nlp"
+        ],
+        "categories": [
+          "bp2025",
+          "dp2027"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "test",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0366",
+    "split": "dev",
+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Ondrej Megela, ak jej dokument zároveň obsahuje kľúčové slovo jazykové modelovanie?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2018/ondrej_megela/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "person_keyword_title",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Ondrej Megela"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2018/ondrej_megela/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
+      "negative_constraints": {
+        "keyword": "jazykové modelovanie"
+      },
+      "partition_group": "9d1f254edf8b89b3f9ba9725ef1ef5515920114e9f3431afe87cb28298846241"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2018/ondrej_megela/README.md",
+        "sha256": "969ff2e1a436b8f957e7168cf5eb678196b99aeda17701c502b016441f644065",
+        "field": "closed_world_metadata",
+        "tags": [
+          "nlp",
+          "fairseq",
+          "lm",
+          "bert",
+          "question-answer",
+          "qa"
+        ],
+        "categories": [
+          "bp2021",
+          "dp2023"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "dev",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0367",
+    "split": "dev",
+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Maksym Zatirka, ak jej dokument zároveň obsahuje kľúčové slovo grafová databáza?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2023/maksym_zatirka/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "person_keyword_title",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Maksym Zatirka"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2023/maksym_zatirka/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
+      "negative_constraints": {
+        "keyword": "grafová databáza"
+      },
+      "partition_group": "e0c4c6f1f40a22e6ba5997949f8769b79242ca4b5f28a41deffc1d86f1e0d31a"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2023/maksym_zatirka/README.md",
+        "sha256": "7a7d2cbe276c352dacfbc6ba6de5f15303d30ecf34845ff8da8d085f3d67c3dd",
+        "field": "closed_world_metadata",
+        "tags": [
+          "nlp",
+          "graph",
+          "db"
+        ],
+        "categories": [
+          "bp2026"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "test",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0368",
+    "split": "dev",
+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Daniil Huzenko, ak jej dokument zároveň obsahuje kľúčové slovo Raspberry Pi?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2022/daniil_huzenko/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "person_keyword_title",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Daniil Huzenko"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2022/daniil_huzenko/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
+      "negative_constraints": {
+        "keyword": "Raspberry Pi"
+      },
+      "partition_group": "b4e53e0d4e99a5e402d7f7b5f1224ac9373159c6d7a9f47d57d4e680f9d4350c"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2022/daniil_huzenko/README.md",
+        "sha256": "390782fbff6220a9462060ce1a62959f2a2b88f42d06e2c51d1f406b75d73f2c",
+        "field": "closed_world_metadata",
+        "tags": [
+          "klaud"
+        ],
+        "categories": [
+          "bp2025"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "dev",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0369",
+    "split": "dev",
+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Oleksandr Dorybohov, ak jej dokument zároveň obsahuje kľúčové slovo API?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2023/oleksandr_dorybohov/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "person_keyword_title",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Oleksandr Dorybohov"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2023/oleksandr_dorybohov/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
+      "negative_constraints": {
+        "keyword": "API"
+      },
+      "partition_group": "5b993fd94bfc49ec01e1fda29ed38ea90eb4645d54fe422576790b865c83c7b2"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2023/oleksandr_dorybohov/README.md",
+        "sha256": "c24d6f941de0dafb4459cea8259cf147821cafc86ba65be5b528f419f734bc18",
+        "field": "closed_world_metadata",
+        "tags": [
+          "lm",
+          "nlp",
+          "agent"
+        ],
+        "categories": [
+          "bp2026"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "test",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0370",
+    "split": "dev",
+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Samuel Vasiľ, ak jej dokument zároveň obsahuje kľúčové slovo OpenWebUI?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2022/samuel_vasil/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "person_keyword_title",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Samuel Vasiľ"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2022/samuel_vasil/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
+      "negative_constraints": {
+        "keyword": "OpenWebUI"
+      },
+      "partition_group": "72317aeee1f801e1f0ce3c707db8cf8b139ac21d04536d4e9ef15d963e1ada88"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2022/samuel_vasil/README.md",
+        "sha256": "67c807049147aacd04f3050f4ff0233a8b3f0a239ab173b430e13dfe113ad0a5",
+        "field": "closed_world_metadata",
+        "tags": [
+          "llm",
+          "nlp"
+        ],
+        "categories": [
+          "bp2026"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "test",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0371",
+    "split": "dev",
+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Vladyslav Yanchenko, ak jej dokument zároveň obsahuje kľúčové slovo Azure?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2022/vladyslav_yanchenko/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "person_keyword_title",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Vladyslav Yanchenko"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2022/vladyslav_yanchenko/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
+      "negative_constraints": {
+        "keyword": "Azure"
+      },
+      "partition_group": "2d7756299a7cbe6790b53652b8381c09fad1ccaf4eac505d447817cc754931e1"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2022/vladyslav_yanchenko/README.md",
+        "sha256": "4d1ce216e3b526ee437ddbc658e51d7bb83530087e43628c096a569a3854a47f",
+        "field": "closed_world_metadata",
+        "tags": [
+          "klaud"
+        ],
+        "categories": [
+          "bp2025"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "test",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0372",
+    "split": "dev",
+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Dmytro Ushatenko, ak jej dokument zároveň obsahuje kľúčové slovo dialógový systém?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2017/dmytro_ushatenko/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "person_keyword_title",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Dmytro Ushatenko"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2017/dmytro_ushatenko/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
+      "negative_constraints": {
+        "keyword": "dialógový systém"
+      },
+      "partition_group": "04d0cd68faf83f78cc97eca276f0c2583b2011a28ba3a20bdbda1836a655f47f"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2017/dmytro_ushatenko/README.md",
+        "sha256": "65f4ac177d492162b08ca5da3d9eb048bd088a3c117a28a662113b7e4bc3a4ec",
+        "field": "closed_world_metadata",
+        "tags": [
+          "chatobot",
+          "demo",
+          "nlp"
+        ],
+        "categories": [
+          "bp2020"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "test",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0373",
+    "split": "dev",
+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Dárius Lindvai, ak jej dokument zároveň obsahuje kľúčové slovo CRF?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2016/darius_lindvai/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "person_keyword_title",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Dárius Lindvai"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2016/darius_lindvai/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
+      "negative_constraints": {
+        "keyword": "CRF"
+      },
+      "partition_group": "f67ca2495fdfdf68299dab2942631feae8ffdc2d1423bcb39bc8330a88ce5634"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2016/darius_lindvai/README.md",
+        "sha256": "fcaa47bb9708a6439eec5c4b7f7b4ed6c7359e423e1d940e1aed9f44957e6d62",
+        "field": "closed_world_metadata",
+        "tags": [
+          "nn",
+          "interpunction",
+          "nlp"
+        ],
+        "categories": [
+          "dp2021",
+          "bp2019"
+        ]
+      },
+      {
+        "document_path": "pages/students/2016/darius_lindvai/dp2021/README.md",
+        "sha256": "be3d0fea2a6d592b225eecabd9b19445c2fce62b8289c07ab6af93835db12970",
+        "field": "closed_world_metadata",
+        "tags": [],
+        "categories": []
+      },
+      {
+        "document_path": "pages/students/2016/darius_lindvai/timovy_projekt/resers/README.md",
+        "sha256": "352162de1b1e192228fa5d26506c028ac47e567e90df53b1bbaa6ad736ec4766",
+        "field": "closed_world_metadata",
+        "tags": [
+          "interpunction",
+          "nlp"
+        ],
+        "categories": [
+          "tp2020"
+        ]
+      },
+      {
+        "document_path": "pages/students/2016/darius_lindvai/timovy_projekt/tutorial/README.md",
+        "sha256": "b4a81ff457624b089d618e4479afb1e3d748f6724f72104ef5518e535ae02fe5",
+        "field": "closed_world_metadata",
+        "tags": [
+          "python",
+          "lstm",
+          "nn",
+          "nlp",
+          "pytorch",
+          "anaconda"
+        ],
+        "categories": [
+          "tp2020"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "test",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0374",
+    "split": "dev",
+    "category": "person_keyword_title",
+    "difficulty": "hard",
+    "question": "Aký je názov práce osoby Martin Šarišský, ak jej dokument zároveň obsahuje kľúčové slovo DeepEval?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2021/martin_sarissky/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "person_keyword_title",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Martin Šarišský"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2021/martin_sarissky/README.md"
+      ],
+      "no_answer_basis": "Requested keyword is not a raw frontmatter tag of this person.",
+      "negative_constraints": {
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+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2022/jan_malinovsky/README.md",
+      "pages/students/2023/denis_le_thanh/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
+      "https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "conjunctive_disambiguation",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Denis Le Thanh"
+        },
+        {
+          "type": "person",
+          "value": "Ján Malinovský"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2022/jan_malinovsky/README.md",
+        "pages/students/2023/denis_le_thanh/README.md"
+      ],
+      "no_answer_basis": "No named person satisfies both raw frontmatter keyword and academic year.",
+      "negative_constraints": {
+        "keyword": "Slovak Mistral",
+        "year": 2026
+      },
+      "partition_group": "04b5b7f02da46b64217e32ae67ef47282ef925a101a294ecd7bf6e0e6074fe10"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2023/denis_le_thanh/README.md",
+        "sha256": "2cb83f942d86a02712b0c58778e46dc2211346d1a6eba606471dfa832245db61",
+        "field": "closed_world_metadata",
+        "tags": [
+          "lm",
+          "nlp"
+        ],
+        "categories": [
+          "bp2026"
+        ]
+      },
+      {
+        "document_path": "pages/students/2022/jan_malinovsky/README.md",
+        "sha256": "8af021bfb131fa005a7aec3e2f2f12fc17fa5dc14e2675311adbbfc445a4bcab",
+        "field": "closed_world_metadata",
+        "tags": [
+          "rag",
+          "nlp"
+        ],
+        "categories": [
+          "dp2027"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "test",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0483",
+    "split": "dev",
+    "category": "conjunctive_disambiguation",
+    "difficulty": "hard",
+    "question": "Ktorá z osôb Oleh Poiasnik a Andrii Pervashov spĺňa obe podmienky: jej dokument obsahuje kľúčové slovo znalostný graf a jej práca je uvedená v roku 2027?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2022/andrii_pervashov/README.md",
+      "pages/students/2022/oleh_poiasnik/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov",
+      "https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "conjunctive_disambiguation",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Oleh Poiasnik"
+        },
+        {
+          "type": "person",
+          "value": "Andrii Pervashov"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2022/andrii_pervashov/README.md",
+        "pages/students/2022/oleh_poiasnik/README.md"
+      ],
+      "no_answer_basis": "No named person satisfies both raw frontmatter keyword and academic year.",
+      "negative_constraints": {
+        "keyword": "znalostný graf",
+        "year": 2027
+      },
+      "partition_group": "4564448fff0167436020ee8d2d89e8a580cb68fce0b1651e65bfb92439c5eced"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2022/oleh_poiasnik/README.md",
+        "sha256": "c2f7dc3f61f8b4a5b43ded1e3ae4c7d3e7f874439ee6b17dd9c8d45dabc25bc8",
+        "field": "closed_world_metadata",
+        "tags": [
+          "rag",
+          "nlp"
+        ],
+        "categories": [
+          "bp2025",
+          "dp2027"
+        ]
+      },
+      {
+        "document_path": "pages/students/2022/andrii_pervashov/README.md",
+        "sha256": "319dcaa1cc2e29dd7e3a710bab26cb3ac6944ab71b0b97e1de076b1199122334",
+        "field": "closed_world_metadata",
+        "tags": [
+          "rag",
+          "nlp"
+        ],
+        "categories": [
+          "bp2025",
+          "dp2027"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "test",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0484",
+    "split": "dev",
+    "category": "conjunctive_disambiguation",
+    "difficulty": "hard",
+    "question": "Ktorá z osôb Ján Pták a Matej Novotný spĺňa obe podmienky: jej dokument obsahuje kľúčové slovo OpenWebUI a jej práca je uvedená v roku 2026?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2021/matej_novotny/README.md",
+      "pages/students/2022/jan_ptak/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
+      "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "conjunctive_disambiguation",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Ján Pták"
+        },
+        {
+          "type": "person",
+          "value": "Matej Novotný"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2021/matej_novotny/README.md",
+        "pages/students/2022/jan_ptak/README.md"
+      ],
+      "no_answer_basis": "No named person satisfies both raw frontmatter keyword and academic year.",
+      "negative_constraints": {
+        "keyword": "OpenWebUI",
+        "year": 2026
+      },
+      "partition_group": "49e7644458ae287fc1dee972ff8ba730b1269e4a9282e6fde2247bfcfdff1d5d"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2022/jan_ptak/README.md",
+        "sha256": "131cf053764fd5423541ebe672c3b4f5da875cfb8e4b821f1335ddb967282282",
+        "field": "closed_world_metadata",
+        "tags": [
+          "rag",
+          "nlp"
+        ],
+        "categories": [
+          "dp2027"
+        ]
+      },
+      {
+        "document_path": "pages/students/2021/matej_novotny/README.md",
+        "sha256": "b083a7cadde532e3428dc9a57bc61456fcc5905bda91e011b96033d42bf5d9cb",
+        "field": "closed_world_metadata",
+        "tags": [
+          "nlp"
+        ],
+        "categories": [
+          "dp2026"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "dev",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0485",
+    "split": "dev",
+    "category": "conjunctive_disambiguation",
+    "difficulty": "hard",
+    "question": "Ktorá z osôb Michal Stromko a Artem Yatsenko spĺňa obe podmienky: jej dokument obsahuje kľúčové slovo Elasticsearch a jej práca je uvedená v roku 2022?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2019/artem_yatsenko/README.md",
+      "pages/students/2019/michal_stromko/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
+      "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "conjunctive_disambiguation",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Michal Stromko"
+        },
+        {
+          "type": "person",
+          "value": "Artem Yatsenko"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2019/artem_yatsenko/README.md",
+        "pages/students/2019/michal_stromko/README.md"
+      ],
+      "no_answer_basis": "No named person satisfies both raw frontmatter keyword and academic year.",
+      "negative_constraints": {
+        "keyword": "Elasticsearch",
+        "year": 2022
+      },
+      "partition_group": "671c94e60206ae174325e2fa0435f874c0239c61bda3a9e548bcaee0494eea35"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2019/michal_stromko/README.md",
+        "sha256": "3ae1dd9b6638a6a249a94be3f3846286555666aefa225bb3a2c7288b35900ce7",
+        "field": "closed_world_metadata",
+        "tags": [
+          "ir",
+          "cloud",
+          "demo",
+          "nlp"
+        ],
+        "categories": [
+          "vp2021",
+          "bp2022",
+          "dp2024"
+        ]
+      },
+      {
+        "document_path": "pages/students/2019/michal_stromko/vp2021/README.md",
+        "sha256": "feb2e093fdd6461239e79b1e1f96e65a1c8cd96e8a2b70535ae556a9c198046a",
+        "field": "closed_world_metadata",
+        "tags": [],
+        "categories": []
+      },
+      {
+        "document_path": "pages/students/2019/michal_stromko/vp2021/tutorials/README.md",
+        "sha256": "40e3fa448c7329ef863e705435e23fe6b4788de440710f066fe0eed92d132bad",
+        "field": "closed_world_metadata",
+        "tags": [],
+        "categories": []
+      },
+      {
+        "document_path": "pages/students/2019/michal_stromko/vp2021/tutorials/img/README.md",
+        "sha256": "e8d3ac160b17dfdee2c3e996bf6a03af7a6f16f9140bf5cf7ee343a82dd1865f",
+        "field": "closed_world_metadata",
+        "tags": [],
+        "categories": []
+      },
+      {
+        "document_path": "pages/students/2019/artem_yatsenko/README.md",
+        "sha256": "328b101e46c51c959e792cf7ca226942f81d2ab8fe9648ad6d0ecd07016429e2",
+        "field": "closed_world_metadata",
+        "tags": [
+          "ner",
+          "spacy",
+          "nlp"
+        ],
+        "categories": [
+          "bp2022"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "dev",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0486",
+    "split": "dev",
+    "category": "conjunctive_disambiguation",
+    "difficulty": "hard",
+    "question": "Ktorá z osôb Tetiana Mohorian a Daniil Huzenko spĺňa obe podmienky: jej dokument obsahuje kľúčové slovo LLM a jej práca je uvedená v roku 2025?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2022/daniil_huzenko/README.md",
+      "pages/students/2022/tetiana_mohorian/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
+      "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "conjunctive_disambiguation",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Tetiana Mohorian"
+        },
+        {
+          "type": "person",
+          "value": "Daniil Huzenko"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2022/daniil_huzenko/README.md",
+        "pages/students/2022/tetiana_mohorian/README.md"
+      ],
+      "no_answer_basis": "No named person satisfies both raw frontmatter keyword and academic year.",
+      "negative_constraints": {
+        "keyword": "LLM",
+        "year": 2025
+      },
+      "partition_group": "60f8bd2c25d09c05e475036b1c2e224fe8712b7420f82bd6242bb78679746e05"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2022/tetiana_mohorian/README.md",
+        "sha256": "c9efdc632bf1ca89a0bfde0dc00be7aaac8a85da3d92e2ce8506236c73e93cfb",
+        "field": "closed_world_metadata",
+        "tags": [
+          "rag",
+          "nlp"
+        ],
+        "categories": [
+          "bp2025"
+        ]
+      },
+      {
+        "document_path": "pages/students/2022/daniil_huzenko/README.md",
+        "sha256": "390782fbff6220a9462060ce1a62959f2a2b88f42d06e2c51d1f406b75d73f2c",
+        "field": "closed_world_metadata",
+        "tags": [
+          "klaud"
+        ],
+        "categories": [
+          "bp2025"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "dev",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0487",
+    "split": "dev",
+    "category": "conjunctive_disambiguation",
+    "difficulty": "hard",
+    "question": "Ktorá z osôb Martin Wencel a Dmytro Ushatenko spĺňa obe podmienky: jej dokument obsahuje kľúčové slovo pomenované entity a jej práca je uvedená v roku 2020?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2017/dmytro_ushatenko/README.md",
+      "pages/students/2018/martin_wencel/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko",
+      "https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "conjunctive_disambiguation",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Martin Wencel"
+        },
+        {
+          "type": "person",
+          "value": "Dmytro Ushatenko"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2017/dmytro_ushatenko/README.md",
+        "pages/students/2018/martin_wencel/README.md"
+      ],
+      "no_answer_basis": "No named person satisfies both raw frontmatter keyword and academic year.",
+      "negative_constraints": {
+        "keyword": "pomenované entity",
+        "year": 2020
+      },
+      "partition_group": "05618c03902e1db625085586c4eedac2cc624225350c9832357804db1b505db4"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2018/martin_wencel/README.md",
+        "sha256": "0e6a7a981689f22304f8baa5de97d4315c0695c94c9277de7851943eb012253b",
+        "field": "closed_world_metadata",
+        "tags": [
+          "demo",
+          "nlp",
+          "spacy"
+        ],
+        "categories": [
+          "bp2021"
+        ]
+      },
+      {
+        "document_path": "pages/students/2017/dmytro_ushatenko/README.md",
+        "sha256": "65f4ac177d492162b08ca5da3d9eb048bd088a3c117a28a662113b7e4bc3a4ec",
+        "field": "closed_world_metadata",
+        "tags": [
+          "chatobot",
+          "demo",
+          "nlp"
+        ],
+        "categories": [
+          "bp2020"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "test",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0488",
+    "split": "dev",
+    "category": "conjunctive_disambiguation",
+    "difficulty": "hard",
+    "question": "Ktorá z osôb Michal Stromko a Artem Yatsenko spĺňa obe podmienky: jej dokument obsahuje kľúčové slovo FAISS a jej práca je uvedená v roku 2022?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2019/artem_yatsenko/README.md",
+      "pages/students/2019/michal_stromko/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
+      "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "conjunctive_disambiguation",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Michal Stromko"
+        },
+        {
+          "type": "person",
+          "value": "Artem Yatsenko"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2019/artem_yatsenko/README.md",
+        "pages/students/2019/michal_stromko/README.md"
+      ],
+      "no_answer_basis": "No named person satisfies both raw frontmatter keyword and academic year.",
+      "negative_constraints": {
+        "keyword": "FAISS",
+        "year": 2022
+      },
+      "partition_group": "a254c4d0470d9420a251858af12e0fe7127e4953d82c726ae6d13c0382176c16"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2019/michal_stromko/README.md",
+        "sha256": "3ae1dd9b6638a6a249a94be3f3846286555666aefa225bb3a2c7288b35900ce7",
+        "field": "closed_world_metadata",
+        "tags": [
+          "ir",
+          "cloud",
+          "demo",
+          "nlp"
+        ],
+        "categories": [
+          "vp2021",
+          "bp2022",
+          "dp2024"
+        ]
+      },
+      {
+        "document_path": "pages/students/2019/michal_stromko/vp2021/README.md",
+        "sha256": "feb2e093fdd6461239e79b1e1f96e65a1c8cd96e8a2b70535ae556a9c198046a",
+        "field": "closed_world_metadata",
+        "tags": [],
+        "categories": []
+      },
+      {
+        "document_path": "pages/students/2019/michal_stromko/vp2021/tutorials/README.md",
+        "sha256": "40e3fa448c7329ef863e705435e23fe6b4788de440710f066fe0eed92d132bad",
+        "field": "closed_world_metadata",
+        "tags": [],
+        "categories": []
+      },
+      {
+        "document_path": "pages/students/2019/michal_stromko/vp2021/tutorials/img/README.md",
+        "sha256": "e8d3ac160b17dfdee2c3e996bf6a03af7a6f16f9140bf5cf7ee343a82dd1865f",
+        "field": "closed_world_metadata",
+        "tags": [],
+        "categories": []
+      },
+      {
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+    "legacy_role": "previously_seen_regression_only"
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+  {
+    "id": "regression-0489",
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+    "expected_documents": [
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+      "pages/students/2016/lukas_pokryvka/README.md"
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+    "expected_source_urls": [
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+      "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka"
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+    "expected_answer_contains": [],
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+      "task": "conjunctive_disambiguation",
+      "start_entities": [
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+        },
+        {
+          "type": "person",
+          "value": "Lukáš Pokrývka"
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+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
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+        "pages/students/2016/lukas_pokryvka/README.md"
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+      {
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+        "categories": [
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+      {
+        "document_path": "pages/students/2016/darius_lindvai/timovy_projekt/tutorial/README.md",
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+    "id": "regression-0490",
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+    "category": "conjunctive_disambiguation",
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+    "question": "Ktorá z osôb Tetiana Mohorian a Daniil Huzenko spĺňa obe podmienky: jej dokument obsahuje kľúčové slovo prompting a jej práca je uvedená v roku 2025?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2022/daniil_huzenko/README.md",
+      "pages/students/2022/tetiana_mohorian/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko",
+      "https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "conjunctive_disambiguation",
+      "start_entities": [
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+          "type": "person",
+          "value": "Tetiana Mohorian"
+        },
+        {
+          "type": "person",
+          "value": "Daniil Huzenko"
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+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2022/daniil_huzenko/README.md",
+        "pages/students/2022/tetiana_mohorian/README.md"
+      ],
+      "no_answer_basis": "No named person satisfies both raw frontmatter keyword and academic year.",
+      "negative_constraints": {
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+        "year": 2025
+      },
+      "partition_group": "77c8f1cd941c631e8867304d521c353641d38c32dc7a46e42d826b2fc4413658"
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+    "source_evidence": [
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+        "sha256": "c9efdc632bf1ca89a0bfde0dc00be7aaac8a85da3d92e2ce8506236c73e93cfb",
+        "field": "closed_world_metadata",
+        "tags": [
+          "rag",
+          "nlp"
+        ],
+        "categories": [
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+        ]
+      },
+      {
+        "document_path": "pages/students/2022/daniil_huzenko/README.md",
+        "sha256": "390782fbff6220a9462060ce1a62959f2a2b88f42d06e2c51d1f406b75d73f2c",
+        "field": "closed_world_metadata",
+        "tags": [
+          "klaud"
+        ],
+        "categories": [
+          "bp2025"
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+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "dev",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0491",
+    "split": "dev",
+    "category": "conjunctive_disambiguation",
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+    "question": "Ktorá z osôb Alina Vitko a Filip Tomáš spĺňa obe podmienky: jej dokument obsahuje kľúčové slovo Streamlit a jej práca je uvedená v roku 2022?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2019/alina_vitko/README.md",
+      "pages/students/2019/filip_tomas/README.md"
+    ],
+    "expected_source_urls": [
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+      "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "conjunctive_disambiguation",
+      "start_entities": [
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+          "type": "person",
+          "value": "Alina Vitko"
+        },
+        {
+          "type": "person",
+          "value": "Filip Tomáš"
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+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2019/alina_vitko/README.md",
+        "pages/students/2019/filip_tomas/README.md"
+      ],
+      "no_answer_basis": "No named person satisfies both raw frontmatter keyword and academic year.",
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+        "year": 2022
+      },
+      "partition_group": "9f3e6e2699f870daa60fc717ae0aa64af870a2dc605552710b55188e9c2f5797"
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+    "source_evidence": [
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+        "sha256": "9b071fe2aff470c275ae027be236fe836f741f774cabb9cbbb55304a8d5102cd",
+        "field": "closed_world_metadata",
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+          "qa",
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+        "categories": [
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+        ]
+      },
+      {
+        "document_path": "pages/students/2019/filip_tomas/README.md",
+        "sha256": "75a1fe7b921e4bff0fdf9e2a957b4adad4b4a57aa7ebdffbb73dd82c02123f94",
+        "field": "closed_world_metadata",
+        "tags": [
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+          "javascript",
+          "typescript"
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+        "categories": [
+          "bp2022",
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+          "dp2025"
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+    "evidence_basis": [
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+    "legacy_split": "test",
+    "legacy_role": "previously_seen_regression_only"
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+    "category": "conjunctive_disambiguation",
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+    "should_answer": false,
+    "expected_documents": [
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+      "pages/students/2023/yevhenii_medushivskyi/README.md"
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+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
+      "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "conjunctive_disambiguation",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Yevhenii Medushivskyi"
+        },
+        {
+          "type": "person",
+          "value": "Ján Pták"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2022/jan_ptak/README.md",
+        "pages/students/2023/yevhenii_medushivskyi/README.md"
+      ],
+      "no_answer_basis": "No named person satisfies both raw frontmatter keyword and academic year.",
+      "negative_constraints": {
+        "keyword": "webový korpus",
+        "year": 2026
+      },
+      "partition_group": "0b315c90344037c5d2bcc74cb1e558622a4c36d9698d02d20e6ee69c4a6862ce"
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+        "field": "closed_world_metadata",
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+        ],
+        "categories": [
+          "bp2026"
+        ]
+      },
+      {
+        "document_path": "pages/students/2022/jan_ptak/README.md",
+        "sha256": "131cf053764fd5423541ebe672c3b4f5da875cfb8e4b821f1335ddb967282282",
+        "field": "closed_world_metadata",
+        "tags": [
+          "rag",
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+    "evidence_basis": [
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+    "legacy_split": "dev",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0493",
+    "split": "dev",
+    "category": "conjunctive_disambiguation",
+    "difficulty": "hard",
+    "question": "Ktorá z osôb Simona Bobrovčanová a Ján Pták spĺňa obe podmienky: jej dokument obsahuje kľúčové slovo právne dokumenty a jej práca je uvedená v roku 2026?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2022/jan_ptak/README.md",
+      "pages/students/2023/simona_bobrovcanova/README.md"
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+    "expected_source_urls": [
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+      "https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
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+      "task": "conjunctive_disambiguation",
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+          "value": "Simona Bobrovčanová"
+        },
+        {
+          "type": "person",
+          "value": "Ján Pták"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2022/jan_ptak/README.md",
+        "pages/students/2023/simona_bobrovcanova/README.md"
+      ],
+      "no_answer_basis": "No named person satisfies both raw frontmatter keyword and academic year.",
+      "negative_constraints": {
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+        "year": 2026
+      },
+      "partition_group": "fc4deeac6bc19dba3d1ad124fb099cde8b2237ece12f090b978c82ec6ed3997c"
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+        "sha256": "e473a1911dae10ab40e2cf6696a8be616a58c22aaf09af5953fbac475791a35e",
+        "field": "closed_world_metadata",
+        "tags": [
+          "lm",
+          "nlp"
+        ],
+        "categories": [
+          "bp2026"
+        ]
+      },
+      {
+        "document_path": "pages/students/2022/jan_ptak/README.md",
+        "sha256": "131cf053764fd5423541ebe672c3b4f5da875cfb8e4b821f1335ddb967282282",
+        "field": "closed_world_metadata",
+        "tags": [
+          "rag",
+          "nlp"
+        ],
+        "categories": [
+          "dp2027"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "dev",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0494",
+    "split": "dev",
+    "category": "conjunctive_disambiguation",
+    "difficulty": "hard",
+    "question": "Ktorá z osôb Dmytro Ushatenko a Martin Wencel spĺňa obe podmienky: jej dokument obsahuje kľúčové slovo chatbot a jej práca je uvedená v roku 2020?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2017/dmytro_ushatenko/README.md",
+      "pages/students/2018/martin_wencel/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2017/dmytro_ushatenko",
+      "https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "conjunctive_disambiguation",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Dmytro Ushatenko"
+        },
+        {
+          "type": "person",
+          "value": "Martin Wencel"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2017/dmytro_ushatenko/README.md",
+        "pages/students/2018/martin_wencel/README.md"
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+      "no_answer_basis": "No named person satisfies both raw frontmatter keyword and academic year.",
+      "negative_constraints": {
+        "keyword": "chatbot",
+        "year": 2020
+      },
+      "partition_group": "5dbf268b5d5ebcd5ac15f227babc25f7713da143612ec74d6879fec8a4876aff"
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+    "source_evidence": [
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+        "field": "closed_world_metadata",
+        "tags": [
+          "chatobot",
+          "demo",
+          "nlp"
+        ],
+        "categories": [
+          "bp2020"
+        ]
+      },
+      {
+        "document_path": "pages/students/2018/martin_wencel/README.md",
+        "sha256": "0e6a7a981689f22304f8baa5de97d4315c0695c94c9277de7851943eb012253b",
+        "field": "closed_world_metadata",
+        "tags": [
+          "demo",
+          "nlp",
+          "spacy"
+        ],
+        "categories": [
+          "bp2021"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ],
+    "legacy_split": "test",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0495",
+    "split": "dev",
+    "category": "conjunctive_disambiguation",
+    "difficulty": "hard",
+    "question": "Ktorá z osôb Kristián Sopkovič a Artem Yatsenko spĺňa obe podmienky: jej dokument obsahuje kľúčové slovo slovenčina a jej práca je uvedená v roku 2022?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2019/artem_yatsenko/README.md",
+      "pages/students/2019/kristian_sopkovic/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
+      "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "conjunctive_disambiguation",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Kristián Sopkovič"
+        },
+        {
+          "type": "person",
+          "value": "Artem Yatsenko"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
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+        "tags": [],
+        "categories": []
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+      {
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+    "legacy_split": "dev",
+    "legacy_role": "previously_seen_regression_only"
+  },
+  {
+    "id": "regression-0500",
+    "split": "dev",
+    "category": "conjunctive_disambiguation",
+    "difficulty": "hard",
+    "question": "Ktorá z osôb Kristián Sopkovič a Dominik Nagy spĺňa obe podmienky: jej dokument obsahuje kľúčové slovo Spacy a jej práca je uvedená v roku 2022?",
+    "should_answer": true,
+    "expected_documents": [
+      "pages/students/2016/dominik_nagy/README.md",
+      "pages/students/2019/kristian_sopkovic/README.md"
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+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy",
+      "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"
+    ],
+    "expected_answer_contains": [
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+      "Spacy",
+      "2022"
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+    "graph": {
+      "schema_version": 3,
+      "task": "conjunctive_disambiguation",
+      "start_entities": [
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+          "type": "person",
+          "value": "Kristián Sopkovič"
+        },
+        {
+          "type": "person",
+          "value": "Dominik Nagy"
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+      ],
+      "expected_bindings": [
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+          "keyword": "Spacy",
+          "year": 2022
+        }
+      ],
+      "expected_evidence_documents": [
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+          "any_of": [
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+              "source_url": "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"
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+          "role": "academic_document",
+          "any_of": [
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+              "source_url": "https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"
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+      "expected_path_patterns": [
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+          "relationships": [
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+            "Keyword"
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+            "HAS_DOCUMENT",
+            "HAS_KEYWORD"
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+      "expected_no_answer": false,
+      "expected_status": "ok",
+      "expected_entities": [
+        {
+          "type": "person",
+          "value": "Kristián Sopkovič"
+        },
+        {
+          "type": "keyword",
+          "value": "Spacy"
+        },
+        {
+          "type": "year",
+          "value": "2022"
+        }
+      ],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2016/dominik_nagy/README.md",
+        "pages/students/2019/kristian_sopkovic/README.md"
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+      "partition_group": "79dac731947ae7c70dda59cd0967dce6346ab24c261b95349a1ad2dcda764b1c"
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+    "source_evidence": [
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+        "sha256": "3286960fb30f584df35455f9b6dfae81ca4827a1d711d2bcd6e48c3f150c9279",
+        "field": "taxonomy.tag",
+        "value": "Spacy"
+      },
+      {
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+        "sha256": "3286960fb30f584df35455f9b6dfae81ca4827a1d711d2bcd6e48c3f150c9279",
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+        "academic_type": "bachelor_thesis",
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+        "heading_line": 308,
+        "title_line": 312,
+        "year_basis": "heading"
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+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
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+    "legacy_split": "dev",
+    "legacy_role": "previously_seen_regression_only"
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+  {
+    "id": "regression-0501",
+    "split": "dev",
+    "category": "negative_lookup",
+    "difficulty": "hard",
+    "question": "Aký názov práce má osoba Alina Vitko, ak jej práca je z roku 2099 a jej dokument obsahuje kľúčové slovo ir?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2019/alina_vitko/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko"
+    ],
+    "expected_answer_contains": [],
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+      "task": "negative_lookup",
+      "start_entities": [
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+          "type": "person",
+          "value": "Alina Vitko"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2019/alina_vitko/README.md"
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+      "no_answer_basis": "No source academic record has year 2099.",
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+    "evidence_basis": [
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+    "question": "Aký názov práce má osoba Andrii Pervashov, ak jej práca je z roku 2099 a jej dokument obsahuje kľúčové slovo nlp?",
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+    "expected_documents": [
+      "pages/students/2022/andrii_pervashov/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov"
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+      "start_entities": [
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+          "value": "Andrii Pervashov"
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+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2022/andrii_pervashov/README.md"
+      ],
+      "no_answer_basis": "No source academic record has year 2099.",
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+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
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+  {
+    "id": "regression-0503",
+    "split": "dev",
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+    "difficulty": "hard",
+    "question": "Aký názov práce má osoba Artem Yatsenko, ak jej práca je z roku 2099 a jej dokument obsahuje kľúčové slovo ner?",
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+    "expected_documents": [
+      "pages/students/2019/artem_yatsenko/README.md"
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+          "value": "Artem Yatsenko"
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+      "expected_bindings": [],
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+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
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+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2019/artem_yatsenko/README.md"
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+      "no_answer_basis": "No source academic record has year 2099.",
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+    "evidence_basis": [
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+  {
+    "id": "regression-0504",
+    "split": "dev",
+    "category": "negative_lookup",
+    "difficulty": "hard",
+    "question": "Aký názov práce má osoba Bogdan Paul Chiș, ak jej práca je z roku 2099 a jej dokument obsahuje kľúčové slovo ie?",
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+    "expected_documents": [
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+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis"
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+          "type": "person",
+          "value": "Bogdan Paul Chiș"
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+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/interns/bogdan_paul_chis/README.md"
+      ],
+      "no_answer_basis": "No source academic record has year 2099.",
+      "negative_constraints": {
+        "year": 2099,
+        "keyword": "ie"
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+      "partition_group": "299fa5b7217ac29188530185e144dcfa1e936bd578446587f48416b066410512"
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+    "source_evidence": [
+      {
+        "document_path": "pages/interns/bogdan_paul_chis/README.md",
+        "sha256": "3b4b946eb3c10e9f9a4092e6cffa01c5080e7579aded2f6ed3120c41ed62b647",
+        "field": "closed_world_metadata",
+        "tags": [
+          "nlp",
+          "ie",
+          "rag",
+          "medical"
+        ],
+        "categories": [
+          "erasmus"
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+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
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+  },
+  {
+    "id": "regression-0505",
+    "split": "dev",
+    "category": "negative_lookup",
+    "difficulty": "hard",
+    "question": "Aký názov práce má osoba Cesar Abascal Gutierrez, ak jej dokument obsahuje kľúčové slovo neexistujucitagvzor?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/interns/cesar_gutierrez/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/interns/cesar_gutierrez"
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+          "value": "Cesar Abascal Gutierrez"
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+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/interns/cesar_gutierrez/README.md"
+      ],
+      "no_answer_basis": "Requested tag absent from complete raw frontmatter catalog.",
+      "negative_constraints": {
+        "keyword": "neexistujucitagvzor"
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+      "partition_group": "13d9d17d15476229dd2e588dd9ee26fec575806a41aefc36ba380074adcfd01e"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/interns/cesar_gutierrez/README.md",
+        "sha256": "b0be60576eed28d4b1920e9acf198684519373dfc13171567247c853b3ed699e",
+        "field": "closed_world_metadata",
+        "tags": [
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+          "nlp"
+        ],
+        "categories": [
+          "iaeste"
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+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
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+  },
+  {
+    "id": "regression-0506",
+    "split": "dev",
+    "category": "negative_lookup",
+    "difficulty": "hard",
+    "question": "Aký názov práce má osoba Daniil Huzenko, ak jej dokument obsahuje kľúčové slovo neexistujucitagvzor?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2022/daniil_huzenko/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko"
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+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2022/daniil_huzenko/README.md"
+      ],
+      "no_answer_basis": "Requested tag absent from complete raw frontmatter catalog.",
+      "negative_constraints": {
+        "keyword": "neexistujucitagvzor"
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+      "partition_group": "7e934c92df3e9200d62a1034e244bb690afb1b5685fef2008274771bfcbc475b"
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+    "source_evidence": [
+      {
+        "document_path": "pages/students/2022/daniil_huzenko/README.md",
+        "sha256": "390782fbff6220a9462060ce1a62959f2a2b88f42d06e2c51d1f406b75d73f2c",
+        "field": "closed_world_metadata",
+        "tags": [
+          "klaud"
+        ],
+        "categories": [
+          "bp2025"
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+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
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+  },
+  {
+    "id": "regression-0507",
+    "split": "dev",
+    "category": "negative_lookup",
+    "difficulty": "hard",
+    "question": "Aký názov diplomovej práce má osoba Zuzana Neexistujúca Vzorová?",
+    "should_answer": false,
+    "expected_documents": [],
+    "expected_source_urls": [],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "negative_lookup",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Zuzana Neexistujúca Vzorová"
+        }
+      ],
+      "expected_bindings": [],
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+      "expected_no_answer": true,
+      "expected_status": "no_answer",
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+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [],
+      "no_answer_basis": "Explicit full name absent from all raw profile frontmatter titles.",
+      "negative_constraints": {
+        "unknown_person": "Zuzana Neexistujúca Vzorová"
+      },
+      "partition_group": "f737ffa046705ea5e385f3991ee35ad13bea3a54b6bb96789064a93127646755"
+    },
+    "source_evidence": [],
+    "evidence_basis": [
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+  },
+  {
+    "id": "regression-0508",
+    "split": "dev",
+    "category": "negative_lookup",
+    "difficulty": "hard",
+    "question": "Aký názov diplomovej práce má osoba Roman Neskutočný Testovací?",
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+    "expected_documents": [],
+    "expected_source_urls": [],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
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+      "start_entities": [
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+          "type": "person",
+          "value": "Roman Neskutočný Testovací"
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+      "expected_bindings": [],
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+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
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+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [],
+      "no_answer_basis": "Explicit full name absent from all raw profile frontmatter titles.",
+      "negative_constraints": {
+        "unknown_person": "Roman Neskutočný Testovací"
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+      "partition_group": "854756a60b9f49a23fb1f0ceb7c0b0ae54a551458540d4e885814e9af4efdb77"
+    },
+    "source_evidence": [],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
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+  },
+  {
+    "id": "regression-0509",
+    "split": "dev",
+    "category": "candidate_set_aggregation",
+    "difficulty": "hard",
+    "question": "Z kandidátov Alina Vitko, Andrii Pervashov, Artem Yatsenko vyber osoby s prácou v roku 2099. Koľko ich je?",
+    "should_answer": true,
+    "expected_documents": [
+      "pages/students/2019/alina_vitko/README.md",
+      "pages/students/2019/artem_yatsenko/README.md",
+      "pages/students/2022/andrii_pervashov/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko",
+      "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko",
+      "https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov"
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+    "expected_answer_contains": [
+      "0"
+    ],
+    "graph": {
+      "schema_version": 3,
+      "task": "candidate_set_aggregation",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Alina Vitko"
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+        {
+          "type": "person",
+          "value": "Andrii Pervashov"
+        },
+        {
+          "type": "person",
+          "value": "Artem Yatsenko"
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+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": false,
+      "expected_status": "ok",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
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+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2018/adrian_remias/README.md"
+      ],
+      "no_answer_basis": "No source academic record has year 2099.",
+      "negative_constraints": {
+        "year": 2099,
+        "keyword": "interpuction"
+      },
+      "partition_group": "b81e9eaee57d2a381283c849486878373f1113abc8706e9bcded5d47dfcfdead"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2018/adrian_remias/README.md",
+        "sha256": "e5bfe1d5d4e626beaa636a02d34ec58cf2cff9b0e57833905af35b80bf1465a2",
+        "field": "closed_world_metadata",
+        "tags": [
+          "nlp",
+          "transformers",
+          "interpuction"
+        ],
+        "categories": [
+          "dp2024"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ]
+  },
+  {
+    "id": "regression-0583",
+    "split": "dev",
+    "category": "negative_lookup",
+    "difficulty": "hard",
+    "question": "Aký názov práce má osoba Artur Hyrenko, ak jej práca je z roku 2099 a jej dokument obsahuje kľúčové slovo chatbot?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2021/artur_hyrenko/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2021/artur_hyrenko"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "negative_lookup",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Artur Hyrenko"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2021/artur_hyrenko/README.md"
+      ],
+      "no_answer_basis": "No source academic record has year 2099.",
+      "negative_constraints": {
+        "year": 2099,
+        "keyword": "chatbot"
+      },
+      "partition_group": "5afaa52b633e2ac0657b98d84de9d129ce4692481316be0fa4efa3ffff71470b"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2021/artur_hyrenko/README.md",
+        "sha256": "0568261f4ade4de5472edcfeb1ffed9abae18dc67e4050f4ce2ad088839a2bb3",
+        "field": "closed_world_metadata",
+        "tags": [
+          "chatbot",
+          "rasa",
+          "dialog",
+          "nlp"
+        ],
+        "categories": [
+          "dp2026"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ]
+  },
+  {
+    "id": "regression-0584",
+    "split": "dev",
+    "category": "negative_lookup",
+    "difficulty": "hard",
+    "question": "Aký názov práce má osoba Dávid Iľaš, ak jej práca je z roku 2099 a jej dokument obsahuje kľúčové slovo emotion?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2018/david_ilas/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2018/david_ilas"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "negative_lookup",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Dávid Iľaš"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2018/david_ilas/README.md"
+      ],
+      "no_answer_basis": "No source academic record has year 2099.",
+      "negative_constraints": {
+        "year": 2099,
+        "keyword": "emotion"
+      },
+      "partition_group": "82ba7a0f543a66bf689dd6eed5648d03124c42f454a501fd2bfc5f8be57afdd5"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2018/david_ilas/README.md",
+        "sha256": "96c45ff9c5a821ddcb1a2fc86d487bd8f4729d1b76887914b0f5fbf99af45af0",
+        "field": "closed_world_metadata",
+        "tags": [
+          "nlp",
+          "emotion"
+        ],
+        "categories": [
+          "dp2023"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ]
+  },
+  {
+    "id": "regression-0585",
+    "split": "dev",
+    "category": "negative_lookup",
+    "difficulty": "hard",
+    "question": "Aký názov práce má osoba Dávid Kostilník, ak jej práca je z roku 2099 a jej dokument obsahuje kľúčové slovo ir?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2020/david_kostilnik/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2020/david_kostilnik"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "negative_lookup",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Dávid Kostilník"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2020/david_kostilnik/README.md"
+      ],
+      "no_answer_basis": "No source academic record has year 2099.",
+      "negative_constraints": {
+        "year": 2099,
+        "keyword": "ir"
+      },
+      "partition_group": "e10ed0f02a3b396b1188e57d7944c030045862b2b1cedd0d630d53a2e9cc2074"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2020/david_kostilnik/README.md",
+        "sha256": "2927524b75da59a64120fc364a0fc374986fa4d364d54e52c36800762c203264",
+        "field": "closed_world_metadata",
+        "tags": [
+          "ir"
+        ],
+        "categories": [
+          "dp2025"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ]
+  },
+  {
+    "id": "regression-0586",
+    "split": "dev",
+    "category": "negative_lookup",
+    "difficulty": "hard",
+    "question": "Aký názov práce má osoba Dávid Stromp, ak jej dokument obsahuje kľúčové slovo neexistujucitagvzor?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2019/david_stromp/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2019/david_stromp"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "negative_lookup",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Dávid Stromp"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2019/david_stromp/README.md"
+      ],
+      "no_answer_basis": "Requested tag absent from complete raw frontmatter catalog.",
+      "negative_constraints": {
+        "keyword": "neexistujucitagvzor"
+      },
+      "partition_group": "86f1b28b9f43960ab8c93d47ec1879c283959dd56e3745b2847faf04a2571a47"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2019/david_stromp/README.md",
+        "sha256": "e46ca8691d5ec894128f6f6f2ed33e2c7bd141f80719bb0449b20f10f30cca09",
+        "field": "closed_world_metadata",
+        "tags": [
+          "ir",
+          "cassandra",
+          "nlp",
+          "cluster"
+        ],
+        "categories": [
+          "bp2022"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ]
+  },
+  {
+    "id": "regression-0587",
+    "split": "dev",
+    "category": "negative_lookup",
+    "difficulty": "hard",
+    "question": "Aký názov práce má osoba Dmytro Mural, ak jej dokument obsahuje kľúčové slovo neexistujucitagvzor?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2019/dmytro_mural/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2019/dmytro_mural"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "negative_lookup",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Dmytro Mural"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2019/dmytro_mural/README.md"
+      ],
+      "no_answer_basis": "Requested tag absent from complete raw frontmatter catalog.",
+      "negative_constraints": {
+        "keyword": "neexistujucitagvzor"
+      },
+      "partition_group": "66c720d156e36b6903f865b4b39f0208c491df0db582c834b9b2e54684dd32e9"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2019/dmytro_mural/README.md",
+        "sha256": "e881a47d847c3ef8d680844113fdbfbb87553b28982bf9eef4936f6d30923e93",
+        "field": "closed_world_metadata",
+        "tags": [],
+        "categories": [
+          "bp2022"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ]
+  },
+  {
+    "id": "regression-0588",
+    "split": "dev",
+    "category": "negative_lookup",
+    "difficulty": "hard",
+    "question": "Aký názov diplomovej práce má osoba Tibor Neexistujúci Skúšobný?",
+    "should_answer": false,
+    "expected_documents": [],
+    "expected_source_urls": [],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "negative_lookup",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Tibor Neexistujúci Skúšobný"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [],
+      "no_answer_basis": "Explicit full name absent from all raw profile frontmatter titles.",
+      "negative_constraints": {
+        "unknown_person": "Tibor Neexistujúci Skúšobný"
+      },
+      "partition_group": "0f9f5bb7d05aaecd747eb322bba7ce88abf4c1a2ee8301287dd7e2c4e129ff36"
+    },
+    "source_evidence": [],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ]
+  },
+  {
+    "id": "regression-0589",
+    "split": "dev",
+    "category": "negative_lookup",
+    "difficulty": "hard",
+    "question": "Aký názov diplomovej práce má osoba Lenka Neskutočná Vzorová?",
+    "should_answer": false,
+    "expected_documents": [],
+    "expected_source_urls": [],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "negative_lookup",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Lenka Neskutočná Vzorová"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [],
+      "no_answer_basis": "Explicit full name absent from all raw profile frontmatter titles.",
+      "negative_constraints": {
+        "unknown_person": "Lenka Neskutočná Vzorová"
+      },
+      "partition_group": "879a16140a4f71331e501a58ce5a335e981d788f9b338b5ff3b465be7ecbaee9"
+    },
+    "source_evidence": [],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ]
+  },
+  {
+    "id": "regression-0590",
+    "split": "dev",
+    "category": "person_multiple_categories",
+    "difficulty": "hard",
+    "question": "Vypíš všetky kategórie dokumentov osoby Samuel Širotník.",
+    "should_answer": true,
+    "expected_documents": [
+      "pages/students/2018/samuel_sirotnik/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik"
+    ],
+    "expected_answer_contains": [
+      "Samuel Širotník",
+      "bp2021"
+    ],
+    "graph": {
+      "schema_version": 3,
+      "task": "person_multiple_categories",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Samuel Širotník"
+        }
+      ],
+      "expected_bindings": [
+        {
+          "person": "Samuel Širotník",
+          "category": "bp2021"
+        }
+      ],
+      "expected_evidence_documents": [
+        {
+          "binding_index": 0,
+          "role": "category_document",
+          "any_of": [
+            {
+              "document_path": "pages/students/2018/samuel_sirotnik/README.md",
+              "source_url": "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik"
+            }
+          ]
+        }
+      ],
+      "expected_path_patterns": [
+        {
+          "binding_index": 0,
+          "node_kinds": [
+            "Person",
+            "Document",
+            "Category"
+          ],
+          "relationships": [
+            "HAS_DOCUMENT",
+            "IN_CATEGORY"
+          ]
+        }
+      ],
+      "expected_no_answer": false,
+      "expected_status": "ok",
+      "expected_entities": [
+        {
+          "type": "person",
+          "value": "Samuel Širotník"
+        },
+        {
+          "type": "category",
+          "value": "bp2021"
+        }
+      ],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2018/samuel_sirotnik/README.md"
+      ],
+      "expected_entity_set": [
+        "bp2021"
+      ],
+      "entity_set_mode": "exact",
+      "entity_set_field": "category",
+      "partition_group": "b2f4a0075f86c65cfe5b67e341773f9965207e8d2399720193115a0df10e113e"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2018/samuel_sirotnik/README.md",
+        "sha256": "cc230ede67b6e8632511c92a5ed6d1e9deb42e70819280222bdfd369ee77fc70",
+        "field": "taxonomy.category",
+        "value": "bp2021"
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ]
+  },
+  {
+    "id": "regression-0591",
+    "split": "dev",
+    "category": "document_author_category_multi_hop",
+    "difficulty": "hard",
+    "question": "Ktorý autor dokumentu je pri osobe Samuel Širotník spojený s kategóriou bp2021?",
+    "should_answer": true,
+    "expected_documents": [
+      "pages/students/2018/samuel_sirotnik/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik"
+    ],
+    "expected_answer_contains": [
+      "Samuel Širotník",
+      "bp2021",
+      "Daniel Hladek"
+    ],
+    "graph": {
+      "schema_version": 3,
+      "task": "document_author_category_multi_hop",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Samuel Širotník"
+        }
+      ],
+      "expected_bindings": [
+        {
+          "person": "Samuel Širotník",
+          "category": "bp2021",
+          "document_author": "Daniel Hladek",
+          "document_path": "pages/students/2018/samuel_sirotnik/README.md",
+          "same_document": true
+        }
+      ],
+      "expected_evidence_documents": [
+        {
+          "binding_index": 0,
+          "role": "category_document",
+          "any_of": [
+            {
+              "document_path": "pages/students/2018/samuel_sirotnik/README.md",
+              "source_url": "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik"
+            }
+          ]
+        },
+        {
+          "binding_index": 0,
+          "role": "author_document",
+          "any_of": [
+            {
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+              "source_url": "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik"
+            }
+          ]
+        }
+      ],
+      "expected_path_patterns": [
+        {
+          "binding_index": 0,
+          "node_kinds": [
+            "Person",
+            "Document",
+            "Category"
+          ],
+          "relationships": [
+            "HAS_DOCUMENT",
+            "IN_CATEGORY"
+          ]
+        },
+        {
+          "binding_index": 0,
+          "node_kinds": [
+            "Person",
+            "Document",
+            "DocumentAuthor"
+          ],
+          "relationships": [
+            "HAS_DOCUMENT",
+            "AUTHORED_DOCUMENT"
+          ]
+        }
+      ],
+      "expected_no_answer": false,
+      "expected_status": "ok",
+      "expected_entities": [
+        {
+          "type": "person",
+          "value": "Samuel Širotník"
+        },
+        {
+          "type": "category",
+          "value": "bp2021"
+        },
+        {
+          "type": "document_author",
+          "value": "Daniel Hladek"
+        }
+      ],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2018/samuel_sirotnik/README.md"
+      ],
+      "partition_group": "f5d89263c9d1b49f988f9bc73a3f239e46b3905f75ffdf12d7e0d29588081a1f"
+    },
+    "source_evidence": [
+      {
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+        "sha256": "cc230ede67b6e8632511c92a5ed6d1e9deb42e70819280222bdfd369ee77fc70",
+        "field": "taxonomy.category",
+        "value": "bp2021"
+      },
+      {
+        "document_path": "pages/students/2018/samuel_sirotnik/README.md",
+        "sha256": "cc230ede67b6e8632511c92a5ed6d1e9deb42e70819280222bdfd369ee77fc70",
+        "field": "taxonomy.author",
+        "value": "Daniel Hladek"
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ]
+  },
+  {
+    "id": "regression-0592",
+    "split": "dev",
+    "category": "person_start_year",
+    "difficulty": "hard",
+    "question": "Aký rok začiatku štúdia je uvedený pri osobe Samuel Širotník?",
+    "should_answer": true,
+    "expected_documents": [
+      "pages/students/2018/samuel_sirotnik/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik"
+    ],
+    "expected_answer_contains": [
+      "Samuel Širotník",
+      "2018"
+    ],
+    "graph": {
+      "schema_version": 3,
+      "task": "person_start_year",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Samuel Širotník"
+        }
+      ],
+      "expected_bindings": [
+        {
+          "person": "Samuel Širotník",
+          "start_year": 2018
+        }
+      ],
+      "expected_evidence_documents": [
+        {
+          "binding_index": 0,
+          "role": "person_document",
+          "any_of": [
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+        "sha256": "90ffa11eff4a4360b0252dbc53a116c3a5777b3d5dd86ce5c89c02bdd2051c73",
+        "field": "closed_world_metadata",
+        "tags": [
+          "nn",
+          "lm",
+          "nlp"
+        ],
+        "categories": [
+          "bp2020"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ]
+  },
+  {
+    "id": "fresh7-074",
+    "split": "test",
+    "category": "negative_lookup",
+    "difficulty": "hard",
+    "question": "Aký názov práce má osoba Artem Yatsenko s kľúčovým slovom anotation?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2019/artem_yatsenko/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "negative_lookup",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Artem Yatsenko"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2019/artem_yatsenko/README.md"
+      ],
+      "no_answer_basis": "Requested literal tag is absent from this source document family.",
+      "negative_constraints": {
+        "keyword": "anotation"
+      },
+      "partition_group": "9d84971c63483e9c87d12d2ef6df766d1bc4505628f92fa8878f99a7e49f3524"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2019/artem_yatsenko/README.md",
+        "sha256": "328b101e46c51c959e792cf7ca226942f81d2ab8fe9648ad6d0ecd07016429e2",
+        "field": "closed_world_metadata",
+        "tags": [
+          "ner",
+          "spacy",
+          "nlp"
+        ],
+        "categories": [
+          "bp2022"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ]
+  },
+  {
+    "id": "fresh7-075",
+    "split": "test",
+    "category": "negative_lookup",
+    "difficulty": "hard",
+    "question": "Aký názov práce má osoba Dárius Lindvai s kľúčovým slovom cluster?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2016/darius_lindvai/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "negative_lookup",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Dárius Lindvai"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2016/darius_lindvai/README.md"
+      ],
+      "no_answer_basis": "Requested literal tag is absent from this source document family.",
+      "negative_constraints": {
+        "keyword": "cluster"
+      },
+      "partition_group": "9f7e29893abee355c6ce2f715e40b5634faf9fa4edaacd951b7c15f958fb7d50"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2016/darius_lindvai/README.md",
+        "sha256": "fcaa47bb9708a6439eec5c4b7f7b4ed6c7359e423e1d940e1aed9f44957e6d62",
+        "field": "closed_world_metadata",
+        "tags": [
+          "nn",
+          "interpunction",
+          "nlp"
+        ],
+        "categories": [
+          "dp2021",
+          "bp2019"
+        ]
+      },
+      {
+        "document_path": "pages/students/2016/darius_lindvai/dp2021/README.md",
+        "sha256": "be3d0fea2a6d592b225eecabd9b19445c2fce62b8289c07ab6af93835db12970",
+        "field": "closed_world_metadata",
+        "tags": [],
+        "categories": []
+      },
+      {
+        "document_path": "pages/students/2016/darius_lindvai/timovy_projekt/resers/README.md",
+        "sha256": "352162de1b1e192228fa5d26506c028ac47e567e90df53b1bbaa6ad736ec4766",
+        "field": "closed_world_metadata",
+        "tags": [
+          "interpunction",
+          "nlp"
+        ],
+        "categories": [
+          "tp2020"
+        ]
+      },
+      {
+        "document_path": "pages/students/2016/darius_lindvai/timovy_projekt/tutorial/README.md",
+        "sha256": "b4a81ff457624b089d618e4479afb1e3d748f6724f72104ef5518e535ae02fe5",
+        "field": "closed_world_metadata",
+        "tags": [
+          "python",
+          "lstm",
+          "nn",
+          "nlp",
+          "pytorch",
+          "anaconda"
+        ],
+        "categories": [
+          "tp2020"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ]
+  },
+  {
+    "id": "fresh7-076",
+    "split": "test",
+    "category": "negative_lookup",
+    "difficulty": "hard",
+    "question": "Aký názov práce má osoba Márk Fehér v roku 2018?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2016/mark_feher/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2016/mark_feher"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "negative_lookup",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Márk Fehér"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2016/mark_feher/README.md"
+      ],
+      "no_answer_basis": "Requested academic year is absent from the original profile.",
+      "negative_constraints": {
+        "year": 2018
+      },
+      "partition_group": "4e832784e30b31b80e531bf7d399e623d2f555048ac2448bb11332429e59d4d2"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2016/mark_feher/README.md",
+        "sha256": "bec37c0319fe0869a0377d771db23d090dbda93c27328f5697cdaeb3bbccfe9b",
+        "field": "closed_world_metadata",
+        "tags": [
+          "scikit",
+          "nlp",
+          "klasifikácia"
+        ],
+        "categories": [
+          "dp2022"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ]
+  },
+  {
+    "id": "fresh7-077",
+    "split": "test",
+    "category": "negative_lookup",
+    "difficulty": "hard",
+    "question": "Aký názov práce má osoba Kamil Tomčufčík s kľúčovým slovom klasifikácia?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2020/kamil_tomcufcik/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2020/kamil_tomcufcik"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "negative_lookup",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Kamil Tomčufčík"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2020/kamil_tomcufcik/README.md"
+      ],
+      "no_answer_basis": "Requested literal tag is absent from this source document family.",
+      "negative_constraints": {
+        "keyword": "klasifikácia"
+      },
+      "partition_group": "05937e09aca94b8f44007c9d878c51312056969184a675909546bc71186a6126"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2020/kamil_tomcufcik/README.md",
+        "sha256": "9d865adf538bc6d7992ee4f4882713447da5c936fca17c43ca0f576072537048",
+        "field": "closed_world_metadata",
+        "tags": [
+          "lm"
+        ],
+        "categories": [
+          "dp2025"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ]
+  },
+  {
+    "id": "fresh7-078",
+    "split": "test",
+    "category": "negative_lookup",
+    "difficulty": "hard",
+    "question": "Aký názov práce má osoba Youssef Ressaissi s kľúčovým slovom emotion?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/interns/yussef_ressaissi/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/interns/yussef_ressaissi"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "negative_lookup",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Youssef Ressaissi"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/interns/yussef_ressaissi/README.md"
+      ],
+      "no_answer_basis": "Requested literal tag is absent from this source document family.",
+      "negative_constraints": {
+        "keyword": "emotion"
+      },
+      "partition_group": "c2ce91774f70fbec04912226d9cdaef3008d54447a33ed90954daebcc61e0c1e"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/interns/yussef_ressaissi/README.md",
+        "sha256": "f997a65699da0db3222ef7a3c37652d05dfc3419ad4ec74683bafc2c897bb987",
+        "field": "closed_world_metadata",
+        "tags": [
+          "summarization",
+          "nlp"
+        ],
+        "categories": [
+          "iaeste"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ]
+  },
+  {
+    "id": "fresh7-079",
+    "split": "test",
+    "category": "negative_lookup",
+    "difficulty": "hard",
+    "question": "Aký názov práce má osoba Michal Stromko s kľúčovým slovom question-answer?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2019/michal_stromko/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "negative_lookup",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Michal Stromko"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2019/michal_stromko/README.md"
+      ],
+      "no_answer_basis": "Requested literal tag is absent from this source document family.",
+      "negative_constraints": {
+        "keyword": "question-answer"
+      },
+      "partition_group": "cc9b21e13686d13ca0cbd865ea4a6a89a47d963751ac333da68adb0ac67d5a1d"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2019/michal_stromko/README.md",
+        "sha256": "3ae1dd9b6638a6a249a94be3f3846286555666aefa225bb3a2c7288b35900ce7",
+        "field": "closed_world_metadata",
+        "tags": [
+          "ir",
+          "cloud",
+          "demo",
+          "nlp"
+        ],
+        "categories": [
+          "vp2021",
+          "bp2022",
+          "dp2024"
+        ]
+      },
+      {
+        "document_path": "pages/students/2019/michal_stromko/vp2021/README.md",
+        "sha256": "feb2e093fdd6461239e79b1e1f96e65a1c8cd96e8a2b70535ae556a9c198046a",
+        "field": "closed_world_metadata",
+        "tags": [],
+        "categories": []
+      },
+      {
+        "document_path": "pages/students/2019/michal_stromko/vp2021/tutorials/README.md",
+        "sha256": "40e3fa448c7329ef863e705435e23fe6b4788de440710f066fe0eed92d132bad",
+        "field": "closed_world_metadata",
+        "tags": [],
+        "categories": []
+      },
+      {
+        "document_path": "pages/students/2019/michal_stromko/vp2021/tutorials/img/README.md",
+        "sha256": "e8d3ac160b17dfdee2c3e996bf6a03af7a6f16f9140bf5cf7ee343a82dd1865f",
+        "field": "closed_world_metadata",
+        "tags": [],
+        "categories": []
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ]
+  },
+  {
+    "id": "fresh7-080",
+    "split": "test",
+    "category": "negative_lookup",
+    "difficulty": "hard",
+    "question": "Aký názov práce má osoba Oleksandr Hryshchenko v roku 2018?",
+    "should_answer": false,
+    "expected_documents": [
+      "pages/students/2021/oleksandr_hryshchenko/README.md"
+    ],
+    "expected_source_urls": [
+      "https://zp.kemt.fei.tuke.sk/students/2021/oleksandr_hryshchenko"
+    ],
+    "expected_answer_contains": [],
+    "graph": {
+      "schema_version": 3,
+      "task": "negative_lookup",
+      "start_entities": [
+        {
+          "type": "person",
+          "value": "Oleksandr Hryshchenko"
+        }
+      ],
+      "expected_bindings": [],
+      "expected_evidence_documents": [],
+      "expected_path_patterns": [],
+      "expected_no_answer": true,
+      "expected_status": "no_answer",
+      "expected_entities": [],
+      "expected_relations": [],
+      "expected_properties": [],
+      "source_profiles": [
+        "pages/students/2021/oleksandr_hryshchenko/README.md"
+      ],
+      "no_answer_basis": "Requested academic year is absent from the original profile.",
+      "negative_constraints": {
+        "year": 2018
+      },
+      "partition_group": "1a923c0eeb315710d1cfdc56b96d8aaa32b14dc06335982d2292e62c47eb2bc6"
+    },
+    "source_evidence": [
+      {
+        "document_path": "pages/students/2021/oleksandr_hryshchenko/README.md",
+        "sha256": "4b073992b715b6c75b79fd2c8f850a69f940966e3a61a82c625c32c945a93036",
+        "field": "closed_world_metadata",
+        "tags": [
+          "ir",
+          "nlp"
+        ],
+        "categories": [
+          "dp2026"
+        ]
+      }
+    ],
+    "evidence_basis": [
+      "independent_raw_markdown_oracle_v2"
+    ]
+  }
+]
diff --git a/tools/graphrag/evaluation/reproducibility.py b/tools/graphrag/evaluation/reproducibility.py
index f3be619..054e321 100644
--- a/tools/graphrag/evaluation/reproducibility.py
+++ b/tools/graphrag/evaluation/reproducibility.py
@@ -39,6 +39,7 @@ def content_fingerprints(questions: Path, root: Path = ROOT) -> dict[str, Any]:
         'tools/index_state.py', 'tools/rag/common.py', 'tools/sync_indexes.py',
         'tools/rag/rag_utils.py', 'tools/answer_evaluation/context_policy.py',
         'tools/answer_evaluation/checked_generation.py', 'tools/answer_evaluation/answer_format.py',
+        'tools/answer_evaluation/render_answer.py',
         'tools/rag/evaluation/rag_metrics.py', 'tools/rag/evaluation/rag_runner.py'])
     return {
         'implementation': {str(path.relative_to(root)): sha256_file(path) for path in files},
diff --git a/tools/graphrag/evaluation/results/answers_v7_dev_2026-10-26/answers_dev.csv b/tools/graphrag/evaluation/results/answers_v7_dev_2026-10-26/answers_dev.csv
new file mode 100644
index 0000000..93ef81e
--- /dev/null
+++ b/tools/graphrag/evaluation/results/answers_v7_dev_2026-10-26/answers_dev.csv
@@ -0,0 +1,47 @@
+id,category,strict,error,latency_seconds,attempts,first_pass_strict
+wide-001,shared_keyword_pair,True,,7.008382885003812,1,True
+wide-002,shared_keyword_pair,True,,5.500854778001667,1,True
+wide-041,same_academic_year_pair,True,,11.343971206995775,1,True
+wide-042,same_academic_year_pair,True,,6.9671594820101745,1,True
+wide-080,same_academic_year_pair,True,,9.73526496400882,1,True
+wide-081,same_start_year_pair,True,,6.6912147020048,1,True
+wide-082,same_start_year_pair,True,,9.779698412006837,1,True
+wide-104,same_start_year_pair,True,,7.042951979994541,1,True
+wide-113,person_title_year,True,,8.861812982009724,1,True
+wide-114,person_title_year,True,,5.960790655997698,1,True
+wide-116,person_title_year,True,,5.481083346996456,1,True
+wide-119,person_title_year,True,,5.442881409995607,1,True
+wide-129,person_title_year,True,,5.64509399299277,1,True
+wide-137,person_keyword_title,True,,7.987423918006243,1,True
+wide-138,person_keyword_title,True,,6.728769060995546,1,True
+wide-139,person_keyword_title,True,,8.942678854000405,1,True
+wide-141,person_keyword_title,True,,7.0407465109892655,1,True
+wide-142,person_keyword_title,True,,7.21462029000395,1,True
+wide-143,person_keyword_title,True,,8.128857211995637,1,True
+wide-145,person_keyword_title,True,,3.167452590991161,1,True
+wide-155,person_keyword_title,True,,6.265883696993114,1,True
+wide-159,person_keyword_title,True,,9.182629139002529,1,True
+wide-161,person_keyword_title,True,,7.464124964011717,1,True
+wide-163,person_keyword_title,True,,10.472138197001186,1,True
+wide-165,person_keyword_title,True,,3.6118825629964704,1,True
+wide-169,document_author_category_multi_hop,True,,6.421270335005829,1,True
+wide-170,document_author_category_multi_hop,True,,7.26794687200163,1,True
+wide-178,document_author_category_multi_hop,True,,5.971922497003106,1,True
+wide-181,document_author_category_multi_hop,True,,6.660555914000724,1,True
+wide-193,person_multiple_categories,True,,5.167634055993403,1,True
+wide-194,person_multiple_categories,True,,5.633185668993974,1,True
+wide-209,person_multiple_categories,True,,4.679902340998524,1,True
+wide-217,candidate_set_aggregation,True,,7.1928625760047,1,True
+wide-218,candidate_set_aggregation,True,,7.220508996004355,1,True
+wide-232,candidate_set_aggregation,True,,9.97075244000007,1,True
+wide-236,candidate_set_aggregation,True,,8.210259957006201,1,True
+wide-239,candidate_set_aggregation,True,,11.907442174997414,1,True
+wide-249,conjunctive_disambiguation,True,,5.638401258998783,1,True
+wide-250,conjunctive_disambiguation,True,,9.00651249299699,1,True
+wide-283,conjunctive_disambiguation,True,,14.987600032996852,2,False
+wide-289,negative_lookup,True,,5.1113616619986715,1,True
+wide-290,negative_lookup,True,,2.8115369029983412,1,True
+v7-dev-year-1999,negative_lookup,True,,2.0942367279931204,1,True
+v7-dev-year-1899,negative_lookup,True,,2.1002495850116247,1,True
+v7-dev-year-2100,negative_lookup,True,,2.0984817599965027,1,True
+v7-dev-year-9999,negative_lookup,True,,2.9951046469941502,1,True
diff --git a/tools/graphrag/evaluation/results/answers_v7_dev_2026-10-26/answers_dev.json b/tools/graphrag/evaluation/results/answers_v7_dev_2026-10-26/answers_dev.json
new file mode 100644
index 0000000..724324a
--- /dev/null
+++ b/tools/graphrag/evaluation/results/answers_v7_dev_2026-10-26/answers_dev.json
@@ -0,0 +1,9719 @@
+{
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diff --git a/tools/graphrag/evaluation/results/answers_v7_dev_2026-10-26/frozen_answers.json b/tools/graphrag/evaluation/results/answers_v7_dev_2026-10-26/frozen_answers.json
new file mode 100644
index 0000000..1abe44b
--- /dev/null
+++ b/tools/graphrag/evaluation/results/answers_v7_dev_2026-10-26/frozen_answers.json
@@ -0,0 +1,225 @@
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+    "fresh7-027",
+    "fresh7-028",
+    "fresh7-029",
+    "fresh7-030",
+    "fresh7-031",
+    "fresh7-032",
+    "fresh7-033",
+    "fresh7-034",
+    "fresh7-035",
+    "fresh7-036",
+    "fresh7-037",
+    "fresh7-038",
+    "fresh7-039",
+    "fresh7-040",
+    "fresh7-041",
+    "fresh7-042",
+    "fresh7-043",
+    "fresh7-044",
+    "fresh7-045",
+    "fresh7-046",
+    "fresh7-047",
+    "fresh7-048",
+    "fresh7-049",
+    "fresh7-050",
+    "fresh7-051",
+    "fresh7-052",
+    "fresh7-053",
+    "fresh7-054",
+    "fresh7-055",
+    "fresh7-056",
+    "fresh7-057",
+    "fresh7-058",
+    "fresh7-059",
+    "fresh7-060",
+    "fresh7-061",
+    "fresh7-062",
+    "fresh7-063",
+    "fresh7-064",
+    "fresh7-065",
+    "fresh7-066",
+    "fresh7-067",
+    "fresh7-068",
+    "fresh7-069",
+    "fresh7-070",
+    "fresh7-071",
+    "fresh7-072",
+    "fresh7-073",
+    "fresh7-074",
+    "fresh7-075",
+    "fresh7-076",
+    "fresh7-077",
+    "fresh7-078",
+    "fresh7-079",
+    "fresh7-080"
+  ],
+  "dev_count": 46,
+  "test_count": 80,
+  "target_accuracy": 0.92,
+  "evaluation_kind": "development",
+  "rendering": "Verified structured claims rendered deterministically; raw model outputs preserved.",
+  "selected_split": "dev",
+  "selected_ids": [
+    "wide-001",
+    "wide-002",
+    "wide-041",
+    "wide-042",
+    "wide-080",
+    "wide-081",
+    "wide-082",
+    "wide-104",
+    "wide-113",
+    "wide-114",
+    "wide-116",
+    "wide-119",
+    "wide-129",
+    "wide-137",
+    "wide-138",
+    "wide-139",
+    "wide-141",
+    "wide-142",
+    "wide-143",
+    "wide-145",
+    "wide-155",
+    "wide-159",
+    "wide-161",
+    "wide-163",
+    "wide-165",
+    "wide-169",
+    "wide-170",
+    "wide-178",
+    "wide-181",
+    "wide-193",
+    "wide-194",
+    "wide-209",
+    "wide-217",
+    "wide-218",
+    "wide-232",
+    "wide-236",
+    "wide-239",
+    "wide-249",
+    "wide-250",
+    "wide-283",
+    "wide-289",
+    "wide-290",
+    "v7-dev-year-1999",
+    "v7-dev-year-1899",
+    "v7-dev-year-2100",
+    "v7-dev-year-9999"
+  ],
+  "selected_count": 46,
+  "selected_dev_overlap": 46,
+  "corrective_request_limit": 1,
+  "format_repair_limit": 1,
+  "repair_policy": "At most one total corrective request for format, citations or retrieval-context violations. Same question/context, no gold; retain all attempts.",
+  "dev_results_sha256": null,
+  "policy": "Evaluate every declared fresh TEST case once; retain every failure; do not tune on this TEST.",
+  "selected_categories": {
+    "shared_keyword_pair": 2,
+    "same_academic_year_pair": 3,
+    "same_start_year_pair": 3,
+    "person_title_year": 5,
+    "person_keyword_title": 12,
+    "document_author_category_multi_hop": 4,
+    "person_multiple_categories": 3,
+    "candidate_set_aggregation": 5,
+    "conjunctive_disambiguation": 3,
+    "negative_lookup": 6
+  },
+  "limitations": [
+    "Known development questions; not a holdout.",
+    "Harness supplies graph context; native OpenWebUI tool choice and browser UI are outside this experiment.",
+    "Checks structured factual claims, their source support/citations and required prose values; not a general semantic judge of arbitrary prose."
+  ]
+}
diff --git a/tools/graphrag/evaluation/results/answers_v7_regression_2026-10-26/answers_regression.csv b/tools/graphrag/evaluation/results/answers_v7_regression_2026-10-26/answers_regression.csv
new file mode 100644
index 0000000..f6ba47e
--- /dev/null
+++ b/tools/graphrag/evaluation/results/answers_v7_regression_2026-10-26/answers_regression.csv
@@ -0,0 +1,321 @@
+id,category,strict,error,latency_seconds,attempts,first_pass_strict
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diff --git a/tools/graphrag/evaluation/results/answers_v7_regression_2026-10-26/answers_regression.json b/tools/graphrag/evaluation/results/answers_v7_regression_2026-10-26/answers_regression.json
new file mode 100644
index 0000000..ad1113a
--- /dev/null
+++ b/tools/graphrag/evaluation/results/answers_v7_regression_2026-10-26/answers_regression.json
@@ -0,0 +1,67440 @@
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new file mode 100644
index 0000000..bbdbf98
--- /dev/null
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new file mode 100644
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+++ b/tools/graphrag/evaluation/results/answers_v7_regression_2026-10-26/frozen_answers.json
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diff --git a/tools/graphrag/evaluation/results/answers_v7_test_2026-10-26/answers_test.csv b/tools/graphrag/evaluation/results/answers_v7_test_2026-10-26/answers_test.csv
new file mode 100644
index 0000000..a5cc42a
--- /dev/null
+++ b/tools/graphrag/evaluation/results/answers_v7_test_2026-10-26/answers_test.csv
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diff --git a/tools/graphrag/evaluation/results/answers_v7_test_2026-10-26/answers_test.json b/tools/graphrag/evaluation/results/answers_v7_test_2026-10-26/answers_test.json
new file mode 100644
index 0000000..d10fbb9
--- /dev/null
+++ b/tools/graphrag/evaluation/results/answers_v7_test_2026-10-26/answers_test.json
@@ -0,0 +1,17309 @@
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+          },
+          "answer": {
+            "answer": "",
+            "status": "no_answer",
+            "claims": [],
+            "source_urls": []
+          },
+          "format_normalized": false,
+          "context_issues": [],
+          "rendered_answer": {
+            "answer": "Požadované údaje sa v dostupných podkladoch nenašli.",
+            "status": "no_answer",
+            "claims": [],
+            "source_urls": []
+          },
+          "strict": true
+        }
+      ],
+      "accepted_for_delivery": true,
+      "response": {
+        "choices": [
+          {
+            "finish_reason": "stop",
+            "index": 0,
+            "message": {
+              "role": "assistant",
+              "content": "{\"answer\":\"\",\"status\":\"no_answer\",\"claims\":[],\"source_urls\":[],\"count\":null}"
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+        "created": 1792974029,
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+        "object": "chat.completion",
+        "usage": {
+          "completion_tokens": 20,
+          "prompt_tokens": 1378,
+          "total_tokens": 1398,
+          "prompt_tokens_details": {
+            "cached_tokens": 815
+          }
+        },
+        "id": "chatcmpl-ONSdjit8jYwF2Z88moKJWP9yRdXmeR8y",
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+          "predicted_per_token_ms": 52.093399999999995,
+          "predicted_per_second": 19.196289741118836
+        }
+      },
+      "answer": {
+        "answer": "Požadované údaje sa v dostupných podkladoch nenašli.",
+        "status": "no_answer",
+        "claims": [],
+        "source_urls": []
+      },
+      "model_answer": {
+        "answer": "",
+        "status": "no_answer",
+        "claims": [],
+        "source_urls": []
+      },
+      "bindings_ok": true,
+      "unsupported_claims": [],
+      "sources_ok": true,
+      "status_ok": true,
+      "count_ok": true,
+      "set_ok": true,
+      "citations_ok": true,
+      "unsupported_urls": [],
+      "context_issues": [],
+      "text_values_ok": true,
+      "missing_text_values": [],
+      "contradictory_thesis_label": false,
+      "latency_seconds": 2.805210263992194
+    },
+    {
+      "id": "fresh7-080",
+      "category": "negative_lookup",
+      "question": "Aký názov práce má osoba Oleksandr Hryshchenko v roku 2018?",
+      "graph_context": {
+        "status": "no_answer",
+        "reason": "no_matching_facts",
+        "facts": [],
+        "sources": [
+          {
+            "source_id": "S1",
+            "document_path": "pages/students/2021/oleksandr_hryshchenko/README.md",
+            "source_url": "https://zp.kemt.fei.tuke.sk/students/2021/oleksandr_hryshchenko",
+            "title": "Oleksandr Hryshchenko"
+          }
+        ],
+        "aggregation": null,
+        "complete": true,
+        "truncated": false,
+        "truncation_reasons": [],
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+          "created_at_utc": "2026-10-26T00:10:27.444513+00:00",
+          "documents_sha256": "0542af2a373771cf7c4a95f93d14f4f687f6a0187846892c959aa6efc4bade52",
+          "embedding_model": "intfloat/multilingual-e5-small",
+          "git_revision": "3e892a1d49e9bce118cd03478ce15e01c2bebb4e",
+          "publication_policy": "explicit-false-hidden-v1",
+          "source_sha256": "007792c12f3467dd3203bb4951ccc197fdc0eef669580f1b1f893baf609ca363",
+          "version": "33ea0794472c416e97c84371a2a6cdf8"
+        },
+        "answer_candidates": []
+      },
+      "strict": true,
+      "attempts": [
+        {
+          "response": {
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+              {
+                "finish_reason": "stop",
+                "index": 0,
+                "message": {
+                  "role": "assistant",
+                  "content": "{\"answer\":\"\",\"status\":\"no_answer\",\"claims\":[],\"source_urls\":[],\"count\":null}"
+                }
+              }
+            ],
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+            "model": "Qwen3.5-122B-A10B-Q4_K_M",
+            "system_fingerprint": "b8580-7c203670f",
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+            "usage": {
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+              "total_tokens": 1364,
+              "prompt_tokens_details": {
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+              }
+            },
+            "id": "chatcmpl-I7Mmia2qKaPjgwVYtwKI9xB3WmFp4H2l",
+            "timings": {
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+              "prompt_n": 522,
+              "prompt_ms": 687.253,
+              "prompt_per_token_ms": 1.3165766283524905,
+              "prompt_per_second": 759.5456112959855,
+              "predicted_n": 20,
+              "predicted_ms": 407.04,
+              "predicted_per_token_ms": 20.352,
+              "predicted_per_second": 49.13522012578616
+            }
+          },
+          "answer": {
+            "answer": "",
+            "status": "no_answer",
+            "claims": [],
+            "source_urls": []
+          },
+          "format_normalized": false,
+          "context_issues": [],
+          "rendered_answer": {
+            "answer": "Požadované údaje sa v dostupných podkladoch nenašli.",
+            "status": "no_answer",
+            "claims": [],
+            "source_urls": []
+          },
+          "strict": true
+        }
+      ],
+      "accepted_for_delivery": true,
+      "response": {
+        "choices": [
+          {
+            "finish_reason": "stop",
+            "index": 0,
+            "message": {
+              "role": "assistant",
+              "content": "{\"answer\":\"\",\"status\":\"no_answer\",\"claims\":[],\"source_urls\":[],\"count\":null}"
+            }
+          }
+        ],
+        "created": 1792974029,
+        "model": "Qwen3.5-122B-A10B-Q4_K_M",
+        "system_fingerprint": "b8580-7c203670f",
+        "object": "chat.completion",
+        "usage": {
+          "completion_tokens": 20,
+          "prompt_tokens": 1344,
+          "total_tokens": 1364,
+          "prompt_tokens_details": {
+            "cached_tokens": 822
+          }
+        },
+        "id": "chatcmpl-I7Mmia2qKaPjgwVYtwKI9xB3WmFp4H2l",
+        "timings": {
+          "cache_n": 822,
+          "prompt_n": 522,
+          "prompt_ms": 687.253,
+          "prompt_per_token_ms": 1.3165766283524905,
+          "prompt_per_second": 759.5456112959855,
+          "predicted_n": 20,
+          "predicted_ms": 407.04,
+          "predicted_per_token_ms": 20.352,
+          "predicted_per_second": 49.13522012578616
+        }
+      },
+      "answer": {
+        "answer": "Požadované údaje sa v dostupných podkladoch nenašli.",
+        "status": "no_answer",
+        "claims": [],
+        "source_urls": []
+      },
+      "model_answer": {
+        "answer": "",
+        "status": "no_answer",
+        "claims": [],
+        "source_urls": []
+      },
+      "bindings_ok": true,
+      "unsupported_claims": [],
+      "sources_ok": true,
+      "status_ok": true,
+      "count_ok": true,
+      "set_ok": true,
+      "citations_ok": true,
+      "unsupported_urls": [],
+      "context_issues": [],
+      "text_values_ok": true,
+      "missing_text_values": [],
+      "contradictory_thesis_label": false,
+      "latency_seconds": 1.868269345999579
+    }
+  ],
+  "summary": {
+    "questions": 80,
+    "correct": 80,
+    "accuracy": 1.0,
+    "errors": 0,
+    "first_pass_correct": 77,
+    "format_repair_attempted": 1,
+    "corrective_request_count": 3,
+    "context_repair_attempted": 2,
+    "normalized_first_response": 0
+  },
+  "by_category": {
+    "candidate_set_aggregation": {
+      "questions": 7,
+      "correct": 7,
+      "accuracy": 1.0
+    },
+    "conjunctive_disambiguation": {
+      "questions": 6,
+      "correct": 6,
+      "accuracy": 1.0
+    },
+    "document_author_category_multi_hop": {
+      "questions": 2,
+      "correct": 2,
+      "accuracy": 1.0
+    },
+    "negative_lookup": {
+      "questions": 8,
+      "correct": 8,
+      "accuracy": 1.0
+    },
+    "person_keyword_title": {
+      "questions": 10,
+      "correct": 10,
+      "accuracy": 1.0
+    },
+    "person_multiple_categories": {
+      "questions": 7,
+      "correct": 7,
+      "accuracy": 1.0
+    },
+    "person_title_year": {
+      "questions": 10,
+      "correct": 10,
+      "accuracy": 1.0
+    },
+    "same_academic_year_pair": {
+      "questions": 10,
+      "correct": 10,
+      "accuracy": 1.0
+    },
+    "same_start_year_pair": {
+      "questions": 10,
+      "correct": 10,
+      "accuracy": 1.0
+    },
+    "shared_keyword_pair": {
+      "questions": 10,
+      "correct": 10,
+      "accuracy": 1.0
+    }
+  }
+}
diff --git a/tools/graphrag/evaluation/results/answers_v7_test_2026-10-26/frozen_answers.json b/tools/graphrag/evaluation/results/answers_v7_test_2026-10-26/frozen_answers.json
new file mode 100644
index 0000000..e9d3c33
--- /dev/null
+++ b/tools/graphrag/evaluation/results/answers_v7_test_2026-10-26/frozen_answers.json
@@ -0,0 +1,259 @@
+{
+  "method": "Fresh query-group holdout over known sources and templates; zero DEV query-group overlap.",
+  "graph_freeze_sha256": "9e97794200520d0f2288e452c9e186c0291a54c63d2c1382f693a9753e4081cf",
+  "audit_sha256": "7825d4f3e4e535eb5f49e975dfef363b9b813f1de5c97e2387e5c2f3e578e6a5",
+  "generation_files": {
+    "tools/answer_evaluation/evaluate_graph_answers.py": "d81504e8fe51598c6bd1b0d482f61b9b6f51f87ba3f38b03ae1bc584675a3b76",
+    "tools/answer_evaluation/graph_answer_prompt.txt": "fc9f2f8d52e70a8d67b9f4814b3f15e6be64bf88afe53ce4db4f037bde00e064",
+    "tools/answer_evaluation/answer_format.py": "86a27b4aebc6a5077e13794b81957a1cf063a1f3e070c583120ba53c1788d2f8",
+    "tools/answer_evaluation/context_policy.py": "0dc2a056ca0d886d7cc8248ed4632c910c5e35bebd03ef94573df41802297f47",
+    "tools/answer_evaluation/checked_generation.py": "cb821a65327424c19cbd996190b14e6aa30d9b909493f11716552f71249a0529",
+    "tools/answer_evaluation/render_answer.py": "609c534a37899b3febcea32d983da4b806c287de8f2ddf9bc0675e3280859002",
+    "tools/rag/evaluation/rag_runner.py": "031abf7d5b1a026eb199aa2a579bfb8baaa01175279d0018a364bfe50b76c3c1"
+  },
+  "model": "model120-fast",
+  "temperature": 0,
+  "workers": 3,
+  "dev_ids": [
+    "v7-dev-year-1899",
+    "v7-dev-year-1999",
+    "v7-dev-year-2100",
+    "v7-dev-year-9999",
+    "wide-001",
+    "wide-002",
+    "wide-041",
+    "wide-042",
+    "wide-080",
+    "wide-081",
+    "wide-082",
+    "wide-104",
+    "wide-113",
+    "wide-114",
+    "wide-116",
+    "wide-119",
+    "wide-129",
+    "wide-137",
+    "wide-138",
+    "wide-139",
+    "wide-141",
+    "wide-142",
+    "wide-143",
+    "wide-145",
+    "wide-155",
+    "wide-159",
+    "wide-161",
+    "wide-163",
+    "wide-165",
+    "wide-169",
+    "wide-170",
+    "wide-178",
+    "wide-181",
+    "wide-193",
+    "wide-194",
+    "wide-209",
+    "wide-217",
+    "wide-218",
+    "wide-232",
+    "wide-236",
+    "wide-239",
+    "wide-249",
+    "wide-250",
+    "wide-283",
+    "wide-289",
+    "wide-290"
+  ],
+  "test_ids": [
+    "fresh7-001",
+    "fresh7-002",
+    "fresh7-003",
+    "fresh7-004",
+    "fresh7-005",
+    "fresh7-006",
+    "fresh7-007",
+    "fresh7-008",
+    "fresh7-009",
+    "fresh7-010",
+    "fresh7-011",
+    "fresh7-012",
+    "fresh7-013",
+    "fresh7-014",
+    "fresh7-015",
+    "fresh7-016",
+    "fresh7-017",
+    "fresh7-018",
+    "fresh7-019",
+    "fresh7-020",
+    "fresh7-021",
+    "fresh7-022",
+    "fresh7-023",
+    "fresh7-024",
+    "fresh7-025",
+    "fresh7-026",
+    "fresh7-027",
+    "fresh7-028",
+    "fresh7-029",
+    "fresh7-030",
+    "fresh7-031",
+    "fresh7-032",
+    "fresh7-033",
+    "fresh7-034",
+    "fresh7-035",
+    "fresh7-036",
+    "fresh7-037",
+    "fresh7-038",
+    "fresh7-039",
+    "fresh7-040",
+    "fresh7-041",
+    "fresh7-042",
+    "fresh7-043",
+    "fresh7-044",
+    "fresh7-045",
+    "fresh7-046",
+    "fresh7-047",
+    "fresh7-048",
+    "fresh7-049",
+    "fresh7-050",
+    "fresh7-051",
+    "fresh7-052",
+    "fresh7-053",
+    "fresh7-054",
+    "fresh7-055",
+    "fresh7-056",
+    "fresh7-057",
+    "fresh7-058",
+    "fresh7-059",
+    "fresh7-060",
+    "fresh7-061",
+    "fresh7-062",
+    "fresh7-063",
+    "fresh7-064",
+    "fresh7-065",
+    "fresh7-066",
+    "fresh7-067",
+    "fresh7-068",
+    "fresh7-069",
+    "fresh7-070",
+    "fresh7-071",
+    "fresh7-072",
+    "fresh7-073",
+    "fresh7-074",
+    "fresh7-075",
+    "fresh7-076",
+    "fresh7-077",
+    "fresh7-078",
+    "fresh7-079",
+    "fresh7-080"
+  ],
+  "dev_count": 46,
+  "test_count": 80,
+  "target_accuracy": 0.92,
+  "evaluation_kind": "independent_query_group_holdout",
+  "rendering": "Verified structured claims rendered deterministically; raw model outputs preserved.",
+  "selected_split": "test",
+  "selected_ids": [
+    "fresh7-001",
+    "fresh7-002",
+    "fresh7-003",
+    "fresh7-004",
+    "fresh7-005",
+    "fresh7-006",
+    "fresh7-007",
+    "fresh7-008",
+    "fresh7-009",
+    "fresh7-010",
+    "fresh7-011",
+    "fresh7-012",
+    "fresh7-013",
+    "fresh7-014",
+    "fresh7-015",
+    "fresh7-016",
+    "fresh7-017",
+    "fresh7-018",
+    "fresh7-019",
+    "fresh7-020",
+    "fresh7-021",
+    "fresh7-022",
+    "fresh7-023",
+    "fresh7-024",
+    "fresh7-025",
+    "fresh7-026",
+    "fresh7-027",
+    "fresh7-028",
+    "fresh7-029",
+    "fresh7-030",
+    "fresh7-031",
+    "fresh7-032",
+    "fresh7-033",
+    "fresh7-034",
+    "fresh7-035",
+    "fresh7-036",
+    "fresh7-037",
+    "fresh7-038",
+    "fresh7-039",
+    "fresh7-040",
+    "fresh7-041",
+    "fresh7-042",
+    "fresh7-043",
+    "fresh7-044",
+    "fresh7-045",
+    "fresh7-046",
+    "fresh7-047",
+    "fresh7-048",
+    "fresh7-049",
+    "fresh7-050",
+    "fresh7-051",
+    "fresh7-052",
+    "fresh7-053",
+    "fresh7-054",
+    "fresh7-055",
+    "fresh7-056",
+    "fresh7-057",
+    "fresh7-058",
+    "fresh7-059",
+    "fresh7-060",
+    "fresh7-061",
+    "fresh7-062",
+    "fresh7-063",
+    "fresh7-064",
+    "fresh7-065",
+    "fresh7-066",
+    "fresh7-067",
+    "fresh7-068",
+    "fresh7-069",
+    "fresh7-070",
+    "fresh7-071",
+    "fresh7-072",
+    "fresh7-073",
+    "fresh7-074",
+    "fresh7-075",
+    "fresh7-076",
+    "fresh7-077",
+    "fresh7-078",
+    "fresh7-079",
+    "fresh7-080"
+  ],
+  "selected_count": 80,
+  "selected_dev_overlap": 0,
+  "corrective_request_limit": 1,
+  "format_repair_limit": 1,
+  "repair_policy": "At most one total corrective request for format, citations or retrieval-context violations. Same question/context, no gold; retain all attempts.",
+  "dev_results_sha256": "4af9b52c250c837707c0690d892ec833347b3d3ee71d338ec631f6450eef8045",
+  "policy": "Evaluate every declared fresh TEST case once; retain every failure; do not tune on this TEST.",
+  "selected_categories": {
+    "shared_keyword_pair": 10,
+    "same_academic_year_pair": 10,
+    "same_start_year_pair": 10,
+    "person_title_year": 10,
+    "person_keyword_title": 10,
+    "document_author_category_multi_hop": 2,
+    "person_multiple_categories": 7,
+    "candidate_set_aggregation": 7,
+    "conjunctive_disambiguation": 6,
+    "negative_lookup": 8
+  },
+  "limitations": [
+    "Known corpus/profiles and templates; these query groups were not previously evaluated.",
+    "Harness supplies graph context; native OpenWebUI tool choice and browser UI are outside this experiment.",
+    "Checks structured factual claims, their source support/citations and required prose values; not a general semantic judge of arbitrary prose."
+  ]
+}
diff --git a/tools/graphrag/evaluation/results/final_v7_2026-10-26/REPORT.md b/tools/graphrag/evaluation/results/final_v7_2026-10-26/REPORT.md
new file mode 100644
index 0000000..5f7ff7d
--- /dev/null
+++ b/tools/graphrag/evaluation/results/final_v7_2026-10-26/REPORT.md
@@ -0,0 +1,147 @@
+# GraphRAG v7 — uzavretie bodu 3, 26. 10. 2026
+
+Nový query-group TEST dosiahol **80/80** pri grafovom vyhľadávaní aj pri
+finálnych odpovediach. Na prvý pokus modelu prešlo **77/80 — 96,25 %**;
+tri otázky prešli po jednom povolenom opravnom požiadavku. Cieľ ≥92 % je splnený
+už pri prvom pokuse aj pri finálnej pipeline. Celá sada má **591 úspešných
+testov, bez preskočenia**.
+
+**Bod 3 je technicky uzavretý pre podporované typy dotazov a tento korpus.**
+Hodnotí sa modelový výber štruktúrovaných tvrdení, kontrola zdrojov a
+renderer; nie ľubovoľná voľná próza LLM ani natívne OpenWebUI smerovanie.
+100 % na 80 otázkach nie je zárukou všeobecnej pravdivosti.
+
+## Výsledky
+
+| Meranie | Správne | Úspešnosť |
+|---|---:|---:|
+| Graf DEV vrátane známych regresií | 1 046/1 046 | 100,00 % |
+| Graf nový query-group TEST | 80/80 | 100,00 % |
+| Graf historická podmnožina v DEV | 320/320 | 100,00 % |
+| Model + renderer DEV, finálne | 46/46 | 100,00 % |
+| Nový TEST, prvý pokus modelu + renderer | 77/80 | 96,25 % |
+| Nový TEST, po jednej povolenej oprave | 80/80 | 100,00 % |
+| Historická regresia, prvý pokus | 310/320 | 96.88 % |
+| Historická regresia, finálne | 319/320 | 99.69 % |
+| Živé syntetické funkčné scenáre mimo benchmarku | 9/9 | 100,00 % |
+
+Modelový DEV mal prvý pokus 45/46 a jednu úspešnú opravu formátu.
+V novom TESTe potreboval `fresh7-054` opravu schémy a `fresh7-058`,
+`fresh7-059` odstránenie nepodloženého počtu pri neagregačnej otázke.
+Opravu vyvolal iba formát alebo skutočný kontext; gold ani následné
+skóre sa pri rozhodovaní o opakovaní nepoužívajú.
+Finálna historická regresia má **0 chýb spracovania**,
+**10 opravných požiadavkov**
+(z toho formát 3, kontext 7).
+Všetky odpovede, pôvodné pokusy a prípadné zlyhania ostávajú v menovateli.
+
+Zostávajúci prípad `wide-285`: po chybe schémy model vložil názov dcérskeho
+dokumentu PYTORCH - LSTM TUTORIÁL ako akademický názov k roku 2019.
+Taká väzba nie je v akademických faktoch doložená; guard ju odmietol
+(`unsupported_academic_binding`, `accepted_for_delivery=false`).
+Odpoveď sa nedoručila. Povolený opravný pokus už bol vyčerpaný.
+[Úplný záznam](../answers_v7_regression_2026-10-26/failures.json).
+
+| Kategória nového TESTu | Finálne správne | Úspešnosť |
+|---|---:|---:|
+| `candidate_set_aggregation` | 7/7 | 100.00 % |
+| `conjunctive_disambiguation` | 6/6 | 100.00 % |
+| `document_author_category_multi_hop` | 2/2 | 100.00 % |
+| `negative_lookup` | 8/8 | 100.00 % |
+| `person_keyword_title` | 10/10 | 100.00 % |
+| `person_multiple_categories` | 7/7 | 100.00 % |
+| `person_title_year` | 10/10 | 100.00 % |
+| `same_academic_year_pair` | 10/10 | 100.00 % |
+| `same_start_year_pair` | 10/10 | 100.00 % |
+| `shared_keyword_pair` | 10/10 | 100.00 % |
+
+## Uzavreté podbody
+
+| Podbod | Konkrétny výsledok |
+|---|---|
+| 3.1 Benchmark a zdroje | 1 126 zdrojovo skontrolovaných otázok; 10 opravených očakávaní po odstránení odhadu štúdia z adresára. Nová vzorka 20 otázok priamo skontrolovaná z Markdownov. |
+| 3.2 Evaluator a doručenie | Rozpory v úplnosti, nepodložené počty/roky, chýbajúce claims/citácie a HTML/referenčné odkazy majú regresné testy. Finálny text vzniká iba z overených tvrdení. |
+| 3.3 DEV | Kompletný grafový DEV 1 046/1 046, modelový DEV 46/46; staré prípady `wide-104`, `wide-119`, `wide-143`, `wide-176` prešli na prvý pokus aj v novej regresii. |
+| 3.4 Zmrazenie | `frozen_v7.json`, deklarácie generovania a `frozen_release_v7.json`; explicitné CLI vstupy, odtlačky rendereru aj spoločných modulov. |
+| 3.5 Finálne overenie | Nový TEST 80 skupín bez DEV prekryvu, jednorazovo po zmrazení; samostatná historická regresia 320 otázok a kontrola Dockeru. |
+| 3.6 Metriky a správa | Oddelené prvotné a finálne odpovede, vyhľadávanie a modelová pipeline, nový TEST a regresia. V1–v6 ostávajú zachované. |
+
+## Opravené chyby
+
+- Rok 1999 sa už nevynechá: dotaz na Jána Holpa nevracia práce z 2019/2021.
+  Aj ostatné štvormiestne roky sa aplikujú ako obmedzenie. Nepodporovaný
+  číselný zápis po „roku“ sa explicitne odmieta.
+- Veta „Výpis je neúplný“ neospravedlňuje iné kladné tvrdenie o úplnom zozname.
+  Pravdivé popretie úplnosti je povolené.
+- Prirodzený text sa skladá deterministicky z validovaných claims/count a URL.
+  Pri regrade neočakávanej voľnej prózy dopísaný rok 2099 neprejde.
+  Zostávajúci číselný filter nie je univerzálny sémantický analyzátor;
+  používateľovi sa preto nedoručuje nekontrolovaný voľný text modelu.
+- Počet bez úplnej agregácie sa odmietne. Pozitívne faktové odpovede vyžadujú
+  tvrdenia a citácie, vrátane zdrojov jednotlivých atribútov. Count=0 v úplnej
+  prázdnej agregácii je povolený.
+- Kontrolujú sa aj referenčné Markdown a HTML odkazy, relatívne URL, entity
+  a korektné URL so zátvorkami. Nepovolené odkazy sa neobchádzajú upozornením.
+- Začiatok štúdia je iba explicitne uvedený údaj. Graf eviduje pôvod a istotu,
+  chýbajúca hodnota ostáva neznáma; `wide-112` už nevyžaduje odhadovaný rok
+  Tomáša Kuchárika. Cohort nie je administratívny fakt o nástupe na štúdium.
+- Skloňované meno sa v texte rozpoznáva obmedzenými príponami pri zachovaní
+  presnej štruktúrovanej identity. Canonical renderer používa pôvodné meno.
+- Dataset, audit, manifest a DEV ID sa pri evaluácii vyberajú explicitne;
+  spúšťanie už potichu nevyberá v4.
+
+## Nezávislosť a pôvod očakávaní
+
+Všetkých 1 042 v6 otázok je odhalených a v7 ich označuje ako DEV. Štyri
+nové auditové rokové regresie dopĺňajú počet na 1 046. Historických 320
+sa vyhodnocuje z tejto množiny samostatne. Je to **regresia**, nie nový TEST.
+
+Nový TEST má 80 kombinácií, 72 kladných a 8 záporných. Seed 20261026,
+kvóty a ID vznikli z raw Markdownov pred čítaním predikcií. Normalizované
+query skupiny ani formulácie sa s DEV neprekrývajú. Po zmrazení sa podľa
+TESTu nemenil kód, prompt, gold ani výber otázok. Korpus, osoby a rodiny
+šablón sú známe; nejde o unseen-profile experiment.
+
+Priama AI kontrola 20 otázok pokrýva všetkých desať kategórií.
+[Zdrojový hárok](../v7_preparation/source_review.csv) a
+[výňatky](../v7_preparation/source_review_packet.json) sú uložené.
+**Ľudská anotácia neprebehla.** Neistá adresárová konvencia bola odstránená,
+nie potvrdená bez dôkazu. Autor–kategória má iba dve nové skupiny a výpis
+kategórií sedem; nemožno tvrdiť rovnakú štatistickú silu každej kategórie.
+
+## Regresia a zachované referencie
+
+V6 mala strict 316/320. V7 mení gold pri 10 známych otázkach (sedem z
+historických 320) a používa štruktúrovaný modelový výstup s rendererom.
+Rozdiel percent nie je izolovaný odhad zlepšenia samotného LLM.
+Všetky pôvodné baseline, otázky, finálne JSON/CSV a v1–v6 výsledky sa zachovávajú.
+
+Prepočet citácií 56 archivovaných súborov má 6 044 odpovedí a päť výskytov
+URL mimo podkladov, rovnako ako v6. Ide o prekrývajúce sa experimenty.
+Klasický RAG sa novým modelovým TESTom nemeral. Prehratie piatich uložených
+RAG odpovedí cez kontrolu upozornenia opäť prešlo 5/5; to nie je nová
+presnosť modelu. Je to regresia prezentačnej vrstvy.
+
+## Nasadenie a reprodukcia
+
+Súbory, SQLite a Neo4j sú po koordinovanom `/sync` na spoločnej generácii
+`33ea0794472c416e97c84371a2a6cdf8`; wiki Git je
+`3e892a1d49e9bce118cd03478ce15e01c2bebb4e`. Index má 114 dokumentov a 887
+chunkov, graf 446 uzlov a 877 vzťahov. Explicitné published=false sa skryje,
+16 chýbajúcich hodnôt sa zahrnie; viditeľných je 113 dokumentov.
+
+[Hostiteľské overenie](deployment_check_host.json) a
+[overenie Dockeru](deployment_check_docker.json) potvrdzujú dostupnosť,
+spoločnú generáciu, normalizované publikovanie a runtime odtlačky.
+Modelové výstupy obsahujú celý skutočný grafový kontext a verziu dát.
+
+[Príkazy a zmeny](../../../../../docs/graphrag_v7_2026-10-26_worklog.md).
+Reprodukcia používa nový výstupný adresár a príslušný release checkout.
+Git HEAD v metadátach merania je východiskový commit pred finálnym commitom;
+konkrétny meraný kód určujú obsahové SHA. Model `model120-fast` je vzdialená
+služba; parametre a odpovede sú uložené, váhy prevádzkuje poskytovateľ.
+
+Ďalším blokom sú natívne nástroje a hlavný agent v OpenWebUI. Musia rešpektovať
+odmietnutie doručenia a odovzdať overený text; voľné prepísanie rendererového
+textu bez kontrol by uvedené vlastnosti obišlo. Toto smerovanie sa v bode 3
+nemeralo a je súčasťou bodu 4.
diff --git a/tools/graphrag/evaluation/results/final_v7_2026-10-26/deployment_check_docker.json b/tools/graphrag/evaluation/results/final_v7_2026-10-26/deployment_check_docker.json
new file mode 100644
index 0000000..743e18b
--- /dev/null
+++ b/tools/graphrag/evaluation/results/final_v7_2026-10-26/deployment_check_docker.json
@@ -0,0 +1,130 @@
+{
+  "checked_at_utc": "2026-10-26T00:38:33.284887+00:00",
+  "health": {
+    "status": "ok",
+    "ready": true,
+    "database_exists": true,
+    "search_engine": "hybrid_fts5_embeddings",
+    "rag_enabled": true,
+    "zpwiki_exists": true,
+    "security_configured": true,
+    "index_version": {
+      "version": "33ea0794472c416e97c84371a2a6cdf8",
+      "git_revision": "3e892a1d49e9bce118cd03478ce15e01c2bebb4e",
+      "created_at_utc": "2026-10-26T00:10:27.444513+00:00",
+      "source_sha256": "007792c12f3467dd3203bb4951ccc197fdc0eef669580f1b1f893baf609ca363",
+      "documents_sha256": "0542af2a373771cf7c4a95f93d14f4f687f6a0187846892c959aa6efc4bade52",
+      "chunks_sha256": "437dde589be46e0c30842dd330de22d96a0173d2dbaff9c5f129568cb2bca4c9",
+      "embedding_model": "intfloat/multilingual-e5-small",
+      "publication_policy": "explicit-false-hidden-v1"
+    },
+    "tools": {
+      "rag": {
+        "ready": true,
+        "status": "ready",
+        "reason": null,
+        "embedding_model": "intfloat/multilingual-e5-small",
+        "dimensions": 384,
+        "index_version": {
+          "version": "33ea0794472c416e97c84371a2a6cdf8",
+          "git_revision": "3e892a1d49e9bce118cd03478ce15e01c2bebb4e",
+          "created_at_utc": "2026-10-26T00:10:27.444513+00:00",
+          "source_sha256": "007792c12f3467dd3203bb4951ccc197fdc0eef669580f1b1f893baf609ca363",
+          "documents_sha256": "0542af2a373771cf7c4a95f93d14f4f687f6a0187846892c959aa6efc4bade52",
+          "chunks_sha256": "437dde589be46e0c30842dd330de22d96a0173d2dbaff9c5f129568cb2bca4c9",
+          "embedding_model": "intfloat/multilingual-e5-small",
+          "publication_policy": "explicit-false-hidden-v1"
+        }
+      },
+      "neo4j": {
+        "ready": true,
+        "status": "ready",
+        "reason": null
+      },
+      "graphrag": {
+        "ready": true,
+        "status": "ready",
+        "reason": null,
+        "index_version": {
+          "chunks_sha256": "437dde589be46e0c30842dd330de22d96a0173d2dbaff9c5f129568cb2bca4c9",
+          "created_at_utc": "2026-10-26T00:10:27.444513+00:00",
+          "documents_sha256": "0542af2a373771cf7c4a95f93d14f4f687f6a0187846892c959aa6efc4bade52",
+          "embedding_model": "intfloat/multilingual-e5-small",
+          "git_revision": "3e892a1d49e9bce118cd03478ce15e01c2bebb4e",
+          "publication_policy": "explicit-false-hidden-v1",
+          "source_sha256": "007792c12f3467dd3203bb4951ccc197fdc0eef669580f1b1f893baf609ca363",
+          "version": "33ea0794472c416e97c84371a2a6cdf8"
+        },
+        "nodes": 446
+      }
+    }
+  },
+  "index_version": {
+    "version": "33ea0794472c416e97c84371a2a6cdf8",
+    "git_revision": "3e892a1d49e9bce118cd03478ce15e01c2bebb4e",
+    "created_at_utc": "2026-10-26T00:10:27.444513+00:00",
+    "source_sha256": "007792c12f3467dd3203bb4951ccc197fdc0eef669580f1b1f893baf609ca363",
+    "documents_sha256": "0542af2a373771cf7c4a95f93d14f4f687f6a0187846892c959aa6efc4bade52",
+    "chunks_sha256": "437dde589be46e0c30842dd330de22d96a0173d2dbaff9c5f129568cb2bca4c9",
+    "embedding_model": "intfloat/multilingual-e5-small",
+    "publication_policy": "explicit-false-hidden-v1"
+  },
+  "frozen_implementation_inputs_and_graph_match": true,
+  "graph": {
+    "sha256": "566817ce7ddebb2638585192c148c41421071bdf719674fc6ddddb1c99a0e36f",
+    "nodes": 446,
+    "relationships": 877
+  },
+  "graph_cases": {
+    "known_title": {
+      "status": "ok",
+      "reason": null,
+      "complete": true
+    },
+    "generic_label_not_title": {
+      "status": "no_answer",
+      "reason": "no_matching_facts",
+      "complete": true
+    },
+    "unknown_person": {
+      "status": "no_answer",
+      "reason": "unknown_person",
+      "complete": true
+    },
+    "outside_century": {
+      "status": "no_answer",
+      "reason": "no_matching_facts",
+      "complete": true
+    },
+    "unsupported_year": {
+      "status": "no_answer",
+      "reason": "unsupported_year_constraint",
+      "complete": true
+    },
+    "unknown_start": {
+      "status": "no_answer",
+      "reason": "missing_documented_start_year",
+      "complete": true
+    }
+  },
+  "rag_live_query": "ok",
+  "release_code_match": true,
+  "rag_context_metadata_matches_contract": true,
+  "publication": {
+    "documents": 114,
+    "explicit_false": 1,
+    "missing_included": 16,
+    "visible_by_policy": 113,
+    "hidden_document_absent_from_rag": true
+  },
+  "runtime": {
+    "python": "3.11.17",
+    "fastapi": "0.136.3",
+    "pydantic": "2.13.4",
+    "neo4j": "6.3.1",
+    "sentence-transformers": "5.7.0",
+    "torch": "2.11.0+cpu"
+  },
+  "scope": "RAG HTTP API plus GraphRAG library/CLI; native OpenWebUI graph-tool routing is point 4.",
+  "docker_image_id": "sha256:10fd5e24b91cf2907a2b712ac8c2af796a26f5023daaf3834f3ca505c62f36f6"
+}
diff --git a/tools/graphrag/evaluation/results/final_v7_2026-10-26/deployment_check_host.json b/tools/graphrag/evaluation/results/final_v7_2026-10-26/deployment_check_host.json
new file mode 100644
index 0000000..0ed3282
--- /dev/null
+++ b/tools/graphrag/evaluation/results/final_v7_2026-10-26/deployment_check_host.json
@@ -0,0 +1,129 @@
+{
+  "checked_at_utc": "2026-10-26T00:38:25.612948+00:00",
+  "health": {
+    "status": "ok",
+    "ready": true,
+    "database_exists": true,
+    "search_engine": "hybrid_fts5_embeddings",
+    "rag_enabled": true,
+    "zpwiki_exists": true,
+    "security_configured": true,
+    "index_version": {
+      "version": "33ea0794472c416e97c84371a2a6cdf8",
+      "git_revision": "3e892a1d49e9bce118cd03478ce15e01c2bebb4e",
+      "created_at_utc": "2026-10-26T00:10:27.444513+00:00",
+      "source_sha256": "007792c12f3467dd3203bb4951ccc197fdc0eef669580f1b1f893baf609ca363",
+      "documents_sha256": "0542af2a373771cf7c4a95f93d14f4f687f6a0187846892c959aa6efc4bade52",
+      "chunks_sha256": "437dde589be46e0c30842dd330de22d96a0173d2dbaff9c5f129568cb2bca4c9",
+      "embedding_model": "intfloat/multilingual-e5-small",
+      "publication_policy": "explicit-false-hidden-v1"
+    },
+    "tools": {
+      "rag": {
+        "ready": true,
+        "status": "ready",
+        "reason": null,
+        "embedding_model": "intfloat/multilingual-e5-small",
+        "dimensions": 384,
+        "index_version": {
+          "version": "33ea0794472c416e97c84371a2a6cdf8",
+          "git_revision": "3e892a1d49e9bce118cd03478ce15e01c2bebb4e",
+          "created_at_utc": "2026-10-26T00:10:27.444513+00:00",
+          "source_sha256": "007792c12f3467dd3203bb4951ccc197fdc0eef669580f1b1f893baf609ca363",
+          "documents_sha256": "0542af2a373771cf7c4a95f93d14f4f687f6a0187846892c959aa6efc4bade52",
+          "chunks_sha256": "437dde589be46e0c30842dd330de22d96a0173d2dbaff9c5f129568cb2bca4c9",
+          "embedding_model": "intfloat/multilingual-e5-small",
+          "publication_policy": "explicit-false-hidden-v1"
+        }
+      },
+      "neo4j": {
+        "ready": true,
+        "status": "ready",
+        "reason": null
+      },
+      "graphrag": {
+        "ready": true,
+        "status": "ready",
+        "reason": null,
+        "index_version": {
+          "chunks_sha256": "437dde589be46e0c30842dd330de22d96a0173d2dbaff9c5f129568cb2bca4c9",
+          "created_at_utc": "2026-10-26T00:10:27.444513+00:00",
+          "documents_sha256": "0542af2a373771cf7c4a95f93d14f4f687f6a0187846892c959aa6efc4bade52",
+          "embedding_model": "intfloat/multilingual-e5-small",
+          "git_revision": "3e892a1d49e9bce118cd03478ce15e01c2bebb4e",
+          "publication_policy": "explicit-false-hidden-v1",
+          "source_sha256": "007792c12f3467dd3203bb4951ccc197fdc0eef669580f1b1f893baf609ca363",
+          "version": "33ea0794472c416e97c84371a2a6cdf8"
+        },
+        "nodes": 446
+      }
+    }
+  },
+  "index_version": {
+    "version": "33ea0794472c416e97c84371a2a6cdf8",
+    "git_revision": "3e892a1d49e9bce118cd03478ce15e01c2bebb4e",
+    "created_at_utc": "2026-10-26T00:10:27.444513+00:00",
+    "source_sha256": "007792c12f3467dd3203bb4951ccc197fdc0eef669580f1b1f893baf609ca363",
+    "documents_sha256": "0542af2a373771cf7c4a95f93d14f4f687f6a0187846892c959aa6efc4bade52",
+    "chunks_sha256": "437dde589be46e0c30842dd330de22d96a0173d2dbaff9c5f129568cb2bca4c9",
+    "embedding_model": "intfloat/multilingual-e5-small",
+    "publication_policy": "explicit-false-hidden-v1"
+  },
+  "frozen_implementation_inputs_and_graph_match": true,
+  "graph": {
+    "sha256": "566817ce7ddebb2638585192c148c41421071bdf719674fc6ddddb1c99a0e36f",
+    "nodes": 446,
+    "relationships": 877
+  },
+  "graph_cases": {
+    "known_title": {
+      "status": "ok",
+      "reason": null,
+      "complete": true
+    },
+    "generic_label_not_title": {
+      "status": "no_answer",
+      "reason": "no_matching_facts",
+      "complete": true
+    },
+    "unknown_person": {
+      "status": "no_answer",
+      "reason": "unknown_person",
+      "complete": true
+    },
+    "outside_century": {
+      "status": "no_answer",
+      "reason": "no_matching_facts",
+      "complete": true
+    },
+    "unsupported_year": {
+      "status": "no_answer",
+      "reason": "unsupported_year_constraint",
+      "complete": true
+    },
+    "unknown_start": {
+      "status": "no_answer",
+      "reason": "missing_documented_start_year",
+      "complete": true
+    }
+  },
+  "rag_live_query": "ok",
+  "release_code_match": true,
+  "rag_context_metadata_matches_contract": true,
+  "publication": {
+    "documents": 114,
+    "explicit_false": 1,
+    "missing_included": 16,
+    "visible_by_policy": 113,
+    "hidden_document_absent_from_rag": true
+  },
+  "runtime": {
+    "python": "3.10.12",
+    "fastapi": "0.136.3",
+    "pydantic": "2.13.4",
+    "neo4j": "6.3.1",
+    "sentence-transformers": "5.7.0",
+    "torch": "2.11.0+cpu"
+  },
+  "scope": "RAG HTTP API plus GraphRAG library/CLI; native OpenWebUI graph-tool routing is point 4."
+}
diff --git a/tools/graphrag/evaluation/results/final_v7_2026-10-26/graphrag_dev.csv b/tools/graphrag/evaluation/results/final_v7_2026-10-26/graphrag_dev.csv
new file mode 100644
index 0000000..9dba497
--- /dev/null
+++ b/tools/graphrag/evaluation/results/final_v7_2026-10-26/graphrag_dev.csv
@@ -0,0 +1,1047 @@
+complete,answerability_ok,bindings_ok,binding_score,paths_ok,path_score,count_ok,expected_count,actual_count,id,split,category,difficulty,strict,value_score,entity_score,relation_score,property_score,relation_choice_score,document_recall,source_recall,entity_set_ok,latency_seconds,error,question,expected_values,matched_values,expected_relations,actual_relations,expected_documents,actual_documents,expected_source_urls,actual_source_urls,fact_types,strategies,binding_results,path_results
+True,True,True,1.0,True,1.0,True,,,regression-0001,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.106225,,Sú osoby Maroš Harahus a Jakub Maruniak v ZP Wiki prepojené cez kľúčové slovo Spacy? Uveď spoločné kľúčové slovo.,"[""Maroš Harahus"", ""Spacy"", ""Jakub Maruniak""]","[""Maroš Harahus"", ""Spacy"", ""Jakub Maruniak""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2016/jakub_maruniak/README.md"", ""pages/students/2016/maros_harahus/README.md""]","[""pages/students/2016/jakub_maruniak/README.md"", ""pages/students/2016/maros_harahus/README.md"", ""pages/topics/spacy/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak"", ""https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus""]","[""https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak"", ""https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus"", ""https://zp.kemt.fei.tuke.sk/topics/spacy""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Maroš Harahus"", ""keyword"": ""Spacy""}, ""matched"": true}, {""binding"": {""person"": ""Jakub Maruniak"", ""keyword"": ""Spacy""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Maroš Harahus"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:435""}, {""kind"": ""Document"", ""path"": ""pages/students/2016/maros_harahus/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus""}, {""kind"": ""Keyword"", ""name"": ""Spacy"", ""id"": ""spacy"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:259""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Jakub Maruniak"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:431""}, {""kind"": ""Document"", ""path"": ""pages/students/2016/jakub_maruniak/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak""}, {""kind"": ""Keyword"", ""name"": ""Spacy"", ""id"": ""spacy"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:259""}]}]"
+True,True,True,1.0,True,1.0,True,,,regression-0002,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.088712,,Over prepojenie osôb Maroš Harahus a Jakub Maruniak cez kľúčové slovo Spacy a pomenuj spoločné kľúčové slovo.,"[""Maroš Harahus"", ""Spacy"", ""Jakub Maruniak""]","[""Maroš Harahus"", ""Spacy"", ""Jakub Maruniak""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2016/jakub_maruniak/README.md"", ""pages/students/2016/maros_harahus/README.md""]","[""pages/students/2016/jakub_maruniak/README.md"", ""pages/students/2016/maros_harahus/README.md"", ""pages/topics/spacy/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak"", ""https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus""]","[""https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak"", ""https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus"", ""https://zp.kemt.fei.tuke.sk/topics/spacy""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Maroš Harahus"", ""keyword"": ""Spacy""}, ""matched"": true}, {""binding"": {""person"": ""Jakub Maruniak"", ""keyword"": ""Spacy""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Maroš Harahus"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:435""}, {""kind"": ""Document"", ""path"": ""pages/students/2016/maros_harahus/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus""}, {""kind"": ""Keyword"", ""name"": ""Spacy"", ""id"": ""spacy"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:259""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Jakub Maruniak"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:431""}, {""kind"": ""Document"", ""path"": ""pages/students/2016/jakub_maruniak/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak""}, {""kind"": ""Keyword"", ""name"": ""Spacy"", ""id"": ""spacy"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:259""}]}]"
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+True,True,True,1.0,True,1.0,True,,,regression-0005,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.100534,,Sú osoby Maroš Harahus a Artem Yatsenko v ZP Wiki prepojené cez kľúčové slovo Spacy? Uveď spoločné kľúčové slovo.,"[""Maroš Harahus"", ""Spacy"", ""Artem Yatsenko""]","[""Maroš Harahus"", ""Spacy"", ""Artem Yatsenko""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2016/maros_harahus/README.md"", ""pages/students/2019/artem_yatsenko/README.md""]","[""pages/students/2016/maros_harahus/README.md"", ""pages/students/2019/artem_yatsenko/README.md"", ""pages/topics/spacy/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus"", ""https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko""]","[""https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus"", ""https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko"", ""https://zp.kemt.fei.tuke.sk/topics/spacy""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Maroš Harahus"", ""keyword"": ""Spacy""}, ""matched"": true}, {""binding"": {""person"": ""Artem Yatsenko"", ""keyword"": ""Spacy""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Maroš Harahus"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:435""}, {""kind"": ""Document"", ""path"": ""pages/students/2016/maros_harahus/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus""}, {""kind"": ""Keyword"", ""name"": ""Spacy"", ""id"": ""spacy"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:259""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Artem Yatsenko"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:451""}, {""kind"": ""Document"", ""path"": ""pages/students/2019/artem_yatsenko/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko""}, {""kind"": ""Keyword"", ""name"": ""Spacy"", ""id"": ""spacy"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:259""}]}]"
+True,True,True,1.0,True,1.0,True,,,regression-0006,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.100392,,Over prepojenie osôb Maroš Harahus a Artem Yatsenko cez kľúčové slovo Spacy a pomenuj spoločné kľúčové slovo.,"[""Maroš Harahus"", ""Spacy"", ""Artem Yatsenko""]","[""Maroš Harahus"", ""Spacy"", ""Artem Yatsenko""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2016/maros_harahus/README.md"", ""pages/students/2019/artem_yatsenko/README.md""]","[""pages/students/2016/maros_harahus/README.md"", ""pages/students/2019/artem_yatsenko/README.md"", ""pages/topics/spacy/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus"", ""https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko""]","[""https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus"", ""https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko"", ""https://zp.kemt.fei.tuke.sk/topics/spacy""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Maroš Harahus"", ""keyword"": ""Spacy""}, ""matched"": true}, {""binding"": {""person"": ""Artem Yatsenko"", ""keyword"": ""Spacy""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Maroš Harahus"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:435""}, {""kind"": ""Document"", ""path"": ""pages/students/2016/maros_harahus/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus""}, {""kind"": ""Keyword"", ""name"": ""Spacy"", ""id"": ""spacy"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:259""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Artem Yatsenko"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:451""}, {""kind"": ""Document"", ""path"": ""pages/students/2019/artem_yatsenko/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko""}, {""kind"": ""Keyword"", ""name"": ""Spacy"", ""id"": ""spacy"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:259""}]}]"
+True,True,True,1.0,True,1.0,True,,,regression-0007,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.107316,,Sú osoby Jakub Maruniak a Kristián Sopkovič v ZP Wiki prepojené cez kľúčové slovo Spacy? Uveď spoločné kľúčové slovo.,"[""Jakub Maruniak"", ""Spacy"", ""Kristián Sopkovič""]","[""Jakub Maruniak"", ""Spacy"", ""Kristián Sopkovič""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2016/jakub_maruniak/README.md"", ""pages/students/2019/kristian_sopkovic/README.md""]","[""pages/students/2016/jakub_maruniak/README.md"", ""pages/students/2019/kristian_sopkovic/README.md"", ""pages/topics/spacy/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak"", ""https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic""]","[""https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak"", ""https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"", ""https://zp.kemt.fei.tuke.sk/topics/spacy""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Jakub Maruniak"", ""keyword"": ""Spacy""}, ""matched"": true}, {""binding"": {""person"": ""Kristián Sopkovič"", ""keyword"": ""Spacy""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Jakub Maruniak"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:431""}, {""kind"": ""Document"", ""path"": ""pages/students/2016/jakub_maruniak/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak""}, {""kind"": ""Keyword"", ""name"": ""Spacy"", ""id"": ""spacy"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:259""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Kristián Sopkovič"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:455""}, {""kind"": ""Document"", ""path"": ""pages/students/2019/kristian_sopkovic/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic""}, {""kind"": ""Keyword"", ""name"": ""Spacy"", ""id"": ""spacy"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:259""}]}]"
+True,True,True,1.0,True,1.0,True,,,regression-0008,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.122331,,Over prepojenie osôb Jakub Maruniak a Kristián Sopkovič cez kľúčové slovo Spacy a pomenuj spoločné kľúčové slovo.,"[""Jakub Maruniak"", ""Spacy"", ""Kristián Sopkovič""]","[""Jakub Maruniak"", ""Spacy"", ""Kristián Sopkovič""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2016/jakub_maruniak/README.md"", ""pages/students/2019/kristian_sopkovic/README.md""]","[""pages/students/2016/jakub_maruniak/README.md"", ""pages/students/2019/kristian_sopkovic/README.md"", ""pages/topics/spacy/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak"", ""https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic""]","[""https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak"", ""https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"", ""https://zp.kemt.fei.tuke.sk/topics/spacy""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Jakub Maruniak"", ""keyword"": ""Spacy""}, ""matched"": true}, {""binding"": {""person"": ""Kristián Sopkovič"", ""keyword"": ""Spacy""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Jakub Maruniak"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:431""}, {""kind"": ""Document"", ""path"": ""pages/students/2016/jakub_maruniak/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak""}, {""kind"": ""Keyword"", ""name"": ""Spacy"", ""id"": ""spacy"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:259""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Kristián Sopkovič"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:455""}, {""kind"": ""Document"", ""path"": ""pages/students/2019/kristian_sopkovic/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic""}, {""kind"": ""Keyword"", ""name"": ""Spacy"", ""id"": ""spacy"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:259""}]}]"
+True,True,True,1.0,True,1.0,True,,,regression-0009,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.1288,,Sú osoby Jakub Maruniak a Artem Yatsenko v ZP Wiki prepojené cez kľúčové slovo Spacy? Uveď spoločné kľúčové slovo.,"[""Jakub Maruniak"", ""Spacy"", ""Artem Yatsenko""]","[""Jakub Maruniak"", ""Spacy"", ""Artem Yatsenko""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2016/jakub_maruniak/README.md"", ""pages/students/2019/artem_yatsenko/README.md""]","[""pages/students/2016/jakub_maruniak/README.md"", ""pages/students/2019/artem_yatsenko/README.md"", ""pages/topics/spacy/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak"", ""https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko""]","[""https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak"", ""https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko"", ""https://zp.kemt.fei.tuke.sk/topics/spacy""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Jakub Maruniak"", ""keyword"": ""Spacy""}, ""matched"": true}, {""binding"": {""person"": ""Artem Yatsenko"", ""keyword"": ""Spacy""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Jakub Maruniak"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:431""}, {""kind"": ""Document"", ""path"": ""pages/students/2016/jakub_maruniak/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak""}, {""kind"": ""Keyword"", ""name"": ""Spacy"", ""id"": ""spacy"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:259""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Artem Yatsenko"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:451""}, {""kind"": ""Document"", ""path"": ""pages/students/2019/artem_yatsenko/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko""}, {""kind"": ""Keyword"", ""name"": ""Spacy"", ""id"": ""spacy"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:259""}]}]"
+True,True,True,1.0,True,1.0,True,,,regression-0010,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.111001,,Over prepojenie osôb Jakub Maruniak a Artem Yatsenko cez kľúčové slovo Spacy a pomenuj spoločné kľúčové slovo.,"[""Jakub Maruniak"", ""Spacy"", ""Artem Yatsenko""]","[""Jakub Maruniak"", ""Spacy"", ""Artem Yatsenko""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2016/jakub_maruniak/README.md"", ""pages/students/2019/artem_yatsenko/README.md""]","[""pages/students/2016/jakub_maruniak/README.md"", ""pages/students/2019/artem_yatsenko/README.md"", ""pages/topics/spacy/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak"", ""https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko""]","[""https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak"", ""https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko"", ""https://zp.kemt.fei.tuke.sk/topics/spacy""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Jakub Maruniak"", ""keyword"": ""Spacy""}, ""matched"": true}, {""binding"": {""person"": ""Artem Yatsenko"", ""keyword"": ""Spacy""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Jakub Maruniak"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:431""}, {""kind"": ""Document"", ""path"": ""pages/students/2016/jakub_maruniak/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak""}, {""kind"": ""Keyword"", ""name"": ""Spacy"", ""id"": ""spacy"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:259""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Artem Yatsenko"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:451""}, {""kind"": ""Document"", ""path"": ""pages/students/2019/artem_yatsenko/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko""}, {""kind"": ""Keyword"", ""name"": ""Spacy"", ""id"": ""spacy"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:259""}]}]"
+True,True,True,1.0,True,1.0,True,,,regression-0011,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.1068,,Sú osoby Kristián Sopkovič a Artem Yatsenko v ZP Wiki prepojené cez kľúčové slovo Spacy? Uveď spoločné kľúčové slovo.,"[""Kristián Sopkovič"", ""Spacy"", ""Artem Yatsenko""]","[""Kristián Sopkovič"", ""Spacy"", ""Artem Yatsenko""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2019/artem_yatsenko/README.md"", ""pages/students/2019/kristian_sopkovic/README.md""]","[""pages/students/2019/artem_yatsenko/README.md"", ""pages/students/2019/kristian_sopkovic/README.md"", ""pages/topics/spacy/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko"", ""https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic""]","[""https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko"", ""https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"", ""https://zp.kemt.fei.tuke.sk/topics/spacy""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Kristián Sopkovič"", ""keyword"": ""Spacy""}, ""matched"": true}, {""binding"": {""person"": ""Artem Yatsenko"", ""keyword"": ""Spacy""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Kristián Sopkovič"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:455""}, {""kind"": ""Document"", ""path"": ""pages/students/2019/kristian_sopkovic/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic""}, {""kind"": ""Keyword"", ""name"": ""Spacy"", ""id"": ""spacy"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:259""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Artem Yatsenko"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:451""}, {""kind"": ""Document"", ""path"": ""pages/students/2019/artem_yatsenko/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko""}, {""kind"": ""Keyword"", ""name"": ""Spacy"", ""id"": ""spacy"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:259""}]}]"
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+True,True,True,1.0,True,1.0,True,,,regression-0029,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.101464,,Sú osoby Alina Vitko a Ronald Zalacko v ZP Wiki prepojené cez kľúčové slovo Docker? Uveď spoločné kľúčové slovo.,[],[],[],[],"[""pages/students/2019/alina_vitko/README.md"", ""pages/students/2023/ronald_zalacko/README.md""]","[""pages/students/2019/alina_vitko/README.md"", ""pages/students/2023/ronald_zalacko/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko"", ""https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko""]","[""https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko"", ""https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,regression-0030,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.087593,,Over prepojenie osôb Alina Vitko a Ronald Zalacko cez kľúčové slovo Docker a pomenuj spoločné kľúčové slovo.,[],[],[],[],"[""pages/students/2019/alina_vitko/README.md"", ""pages/students/2023/ronald_zalacko/README.md""]","[""pages/students/2019/alina_vitko/README.md"", ""pages/students/2023/ronald_zalacko/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko"", ""https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko""]","[""https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko"", ""https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,regression-0031,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.117163,,Sú osoby Artem Yatsenko a Vladimír Ferko v ZP Wiki prepojené cez kľúčové slovo anotácia? Uveď spoločné kľúčové slovo.,[],[],[],[],"[""pages/students/2019/artem_yatsenko/README.md"", ""pages/students/2021/vladimir_ferko/README.md""]","[""pages/students/2019/artem_yatsenko/README.md"", ""pages/students/2021/vladimir_ferko/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko"", ""https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko""]","[""https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko"", ""https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,regression-0032,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.124855,,Over prepojenie osôb Artem Yatsenko a Vladimír Ferko cez kľúčové slovo anotácia a pomenuj spoločné kľúčové slovo.,[],[],[],[],"[""pages/students/2019/artem_yatsenko/README.md"", ""pages/students/2021/vladimir_ferko/README.md""]","[""pages/students/2019/artem_yatsenko/README.md"", ""pages/students/2021/vladimir_ferko/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko"", ""https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko""]","[""https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko"", ""https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,regression-0033,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.124744,,Sú osoby Martin Šarišský a Oleksandr Dorybohov v ZP Wiki prepojené cez kľúčové slovo agent? Uveď spoločné kľúčové slovo.,[],[],[],[],"[""pages/students/2021/martin_sarissky/README.md"", ""pages/students/2023/oleksandr_dorybohov/README.md""]","[""pages/students/2021/martin_sarissky/README.md"", ""pages/students/2023/oleksandr_dorybohov/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky"", ""https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov""]","[""https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky"", ""https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,regression-0034,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.108924,,Over prepojenie osôb Martin Šarišský a Oleksandr Dorybohov cez kľúčové slovo agent a pomenuj spoločné kľúčové slovo.,[],[],[],[],"[""pages/students/2021/martin_sarissky/README.md"", ""pages/students/2023/oleksandr_dorybohov/README.md""]","[""pages/students/2021/martin_sarissky/README.md"", ""pages/students/2023/oleksandr_dorybohov/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky"", ""https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov""]","[""https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky"", ""https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,regression-0035,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.101404,,Sú osoby Matej Ščišľak a Valerii Kutsenko v ZP Wiki prepojené cez kľúčové slovo GraphRAG? Uveď spoločné kľúčové slovo.,[],[],[],[],"[""pages/students/2021/matej_scislak/README.md"", ""pages/students/2022/valerii_kutsenko/README.md""]","[""pages/students/2021/matej_scislak/README.md"", ""pages/students/2022/valerii_kutsenko/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"", ""https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko""]","[""https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"", ""https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,regression-0036,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.103508,,Over prepojenie osôb Matej Ščišľak a Valerii Kutsenko cez kľúčové slovo GraphRAG a pomenuj spoločné kľúčové slovo.,[],[],[],[],"[""pages/students/2021/matej_scislak/README.md"", ""pages/students/2022/valerii_kutsenko/README.md""]","[""pages/students/2021/matej_scislak/README.md"", ""pages/students/2022/valerii_kutsenko/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"", ""https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko""]","[""https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"", ""https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,regression-0037,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.086102,,Sú osoby Vladimír Ferko a Tetiana Mohorian v ZP Wiki prepojené cez kľúčové slovo hate speech? Uveď spoločné kľúčové slovo.,[],[],[],[],"[""pages/students/2021/vladimir_ferko/README.md"", ""pages/students/2022/tetiana_mohorian/README.md""]","[""pages/students/2021/vladimir_ferko/README.md"", ""pages/students/2022/tetiana_mohorian/README.md"", ""pages/topics/hatespeech/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko"", ""https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian""]","[""https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko"", ""https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian"", ""https://zp.kemt.fei.tuke.sk/topics/hatespeech""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,regression-0038,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.09543,,Over prepojenie osôb Vladimír Ferko a Tetiana Mohorian cez kľúčové slovo hate speech a pomenuj spoločné kľúčové slovo.,[],[],[],[],"[""pages/students/2021/vladimir_ferko/README.md"", ""pages/students/2022/tetiana_mohorian/README.md""]","[""pages/students/2021/vladimir_ferko/README.md"", ""pages/students/2022/tetiana_mohorian/README.md"", ""pages/topics/hatespeech/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko"", ""https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian""]","[""https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko"", ""https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian"", ""https://zp.kemt.fei.tuke.sk/topics/hatespeech""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,regression-0039,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.093056,,Sú osoby Andrii Pervashov a Samuel Vasiľ v ZP Wiki prepojené cez kľúčové slovo OpenWebUI? Uveď spoločné kľúčové slovo.,[],[],[],[],"[""pages/students/2022/andrii_pervashov/README.md"", ""pages/students/2022/samuel_vasil/README.md""]","[""pages/students/2022/andrii_pervashov/README.md"", ""pages/students/2022/samuel_vasil/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov"", ""https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil""]","[""https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov"", ""https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,regression-0040,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.080267,,Over prepojenie osôb Andrii Pervashov a Samuel Vasiľ cez kľúčové slovo OpenWebUI a pomenuj spoločné kľúčové slovo.,[],[],[],[],"[""pages/students/2022/andrii_pervashov/README.md"", ""pages/students/2022/samuel_vasil/README.md""]","[""pages/students/2022/andrii_pervashov/README.md"", ""pages/students/2022/samuel_vasil/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov"", ""https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil""]","[""https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov"", ""https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,regression-0041,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.101269,,Sú osoby Valerii Kutsenko a Ján Pták v ZP Wiki prepojené cez kľúčové slovo RAG? Uveď spoločné kľúčové slovo.,"[""Valerii Kutsenko"", ""RAG"", ""Ján Pták""]","[""Valerii Kutsenko"", ""RAG"", ""Ján Pták""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2022/jan_ptak/README.md"", ""pages/students/2022/valerii_kutsenko/README.md""]","[""pages/students/2022/jan_ptak/README.md"", ""pages/students/2022/valerii_kutsenko/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"", ""https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko""]","[""https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"", ""https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Valerii Kutsenko"", ""keyword"": ""RAG""}, ""matched"": true}, {""binding"": {""person"": ""Ján Pták"", ""keyword"": ""RAG""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Valerii Kutsenko"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:485""}, {""kind"": ""Document"", ""path"": ""pages/students/2022/valerii_kutsenko/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko""}, {""kind"": ""Keyword"", ""name"": ""RAG"", ""id"": ""rag"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:255""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Ján Pták"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:480""}, {""kind"": ""Document"", ""path"": ""pages/students/2022/jan_ptak/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak""}, {""kind"": ""Keyword"", ""name"": ""RAG"", ""id"": ""rag"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:255""}]}]"
+True,True,True,1.0,True,1.0,True,,,regression-0042,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.106115,,Over prepojenie osôb Valerii Kutsenko a Ján Pták cez kľúčové slovo RAG a pomenuj spoločné kľúčové slovo.,"[""Valerii Kutsenko"", ""RAG"", ""Ján Pták""]","[""Valerii Kutsenko"", ""RAG"", ""Ján Pták""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2022/jan_ptak/README.md"", ""pages/students/2022/valerii_kutsenko/README.md""]","[""pages/students/2022/jan_ptak/README.md"", ""pages/students/2022/valerii_kutsenko/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"", ""https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko""]","[""https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"", ""https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Valerii Kutsenko"", ""keyword"": ""RAG""}, ""matched"": true}, {""binding"": {""person"": ""Ján Pták"", ""keyword"": ""RAG""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Valerii Kutsenko"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:485""}, {""kind"": ""Document"", ""path"": ""pages/students/2022/valerii_kutsenko/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko""}, {""kind"": ""Keyword"", ""name"": ""RAG"", ""id"": ""rag"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:255""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Ján Pták"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:480""}, {""kind"": ""Document"", ""path"": ""pages/students/2022/jan_ptak/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak""}, {""kind"": ""Keyword"", ""name"": ""RAG"", ""id"": ""rag"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:255""}]}]"
+True,True,True,1.0,True,1.0,True,,,regression-0043,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.107692,,Sú osoby Oleh Poiasnik a Ján Malinovský v ZP Wiki prepojené cez kľúčové slovo znalostný graf? Uveď spoločné kľúčové slovo.,[],[],[],[],"[""pages/students/2022/jan_malinovsky/README.md"", ""pages/students/2022/oleh_poiasnik/README.md""]","[""pages/students/2022/jan_malinovsky/README.md"", ""pages/students/2022/oleh_poiasnik/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"", ""https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik""]","[""https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"", ""https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,regression-0044,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.080228,,Over prepojenie osôb Oleh Poiasnik a Ján Malinovský cez kľúčové slovo znalostný graf a pomenuj spoločné kľúčové slovo.,[],[],[],[],"[""pages/students/2022/jan_malinovsky/README.md"", ""pages/students/2022/oleh_poiasnik/README.md""]","[""pages/students/2022/jan_malinovsky/README.md"", ""pages/students/2022/oleh_poiasnik/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"", ""https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik""]","[""https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"", ""https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,regression-0045,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.089242,,Sú osoby Oleh Poiasnik a Maksym Zatirka v ZP Wiki prepojené cez kľúčové slovo znalostný graf? Uveď spoločné kľúčové slovo.,[],[],[],[],"[""pages/students/2022/oleh_poiasnik/README.md"", ""pages/students/2023/maksym_zatirka/README.md""]","[""pages/students/2022/oleh_poiasnik/README.md"", ""pages/students/2023/maksym_zatirka/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik"", ""https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka""]","[""https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik"", ""https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,regression-0046,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.068568,,Over prepojenie osôb Oleh Poiasnik a Maksym Zatirka cez kľúčové slovo znalostný graf a pomenuj spoločné kľúčové slovo.,[],[],[],[],"[""pages/students/2022/oleh_poiasnik/README.md"", ""pages/students/2023/maksym_zatirka/README.md""]","[""pages/students/2022/oleh_poiasnik/README.md"", ""pages/students/2023/maksym_zatirka/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik"", ""https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka""]","[""https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik"", ""https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,regression-0047,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.066994,,Sú osoby Ján Malinovský a Maksym Zatirka v ZP Wiki prepojené cez kľúčové slovo znalostný graf? Uveď spoločné kľúčové slovo.,[],[],[],[],"[""pages/students/2022/jan_malinovsky/README.md"", ""pages/students/2023/maksym_zatirka/README.md""]","[""pages/students/2022/jan_malinovsky/README.md"", ""pages/students/2023/maksym_zatirka/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"", ""https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka""]","[""https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"", ""https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,regression-0048,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.068995,,Over prepojenie osôb Ján Malinovský a Maksym Zatirka cez kľúčové slovo znalostný graf a pomenuj spoločné kľúčové slovo.,[],[],[],[],"[""pages/students/2022/jan_malinovsky/README.md"", ""pages/students/2023/maksym_zatirka/README.md""]","[""pages/students/2022/jan_malinovsky/README.md"", ""pages/students/2023/maksym_zatirka/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"", ""https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka""]","[""https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"", ""https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,regression-0049,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.085208,,Sú osoby Tetiana Mohorian a Rostyslav Rodzhuk v ZP Wiki prepojené cez kľúčové slovo LLM? Uveď spoločné kľúčové slovo.,[],[],[],[],"[""pages/students/2022/tetiana_mohorian/README.md"", ""pages/students/2023/rostyslav_rodzhuk/README.md""]","[""pages/students/2022/tetiana_mohorian/README.md"", ""pages/students/2023/rostyslav_rodzhuk/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian"", ""https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk""]","[""https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian"", ""https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,regression-0050,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.072065,,Over prepojenie osôb Tetiana Mohorian a Rostyslav Rodzhuk cez kľúčové slovo LLM a pomenuj spoločné kľúčové slovo.,[],[],[],[],"[""pages/students/2022/tetiana_mohorian/README.md"", ""pages/students/2023/rostyslav_rodzhuk/README.md""]","[""pages/students/2022/tetiana_mohorian/README.md"", ""pages/students/2023/rostyslav_rodzhuk/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian"", ""https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk""]","[""https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian"", ""https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,regression-0051,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.070799,,Sú osoby Ján Malinovský a Samuel Vasiľ v ZP Wiki prepojené cez kľúčové slovo RAG? Uveď spoločné kľúčové slovo.,[],[],[],[],"[""pages/students/2022/jan_malinovsky/README.md"", ""pages/students/2022/samuel_vasil/README.md""]","[""pages/students/2022/jan_malinovsky/README.md"", ""pages/students/2022/samuel_vasil/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"", ""https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil""]","[""https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"", ""https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,regression-0052,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.067021,,Over prepojenie osôb Ján Malinovský a Samuel Vasiľ cez kľúčové slovo RAG a pomenuj spoločné kľúčové slovo.,[],[],[],[],"[""pages/students/2022/jan_malinovsky/README.md"", ""pages/students/2022/samuel_vasil/README.md""]","[""pages/students/2022/jan_malinovsky/README.md"", ""pages/students/2022/samuel_vasil/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"", ""https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil""]","[""https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"", ""https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,regression-0053,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.074033,,Sú osoby Rostyslav Rodzhuk a Samuel Džurina v ZP Wiki prepojené cez kľúčové slovo agent? Uveď spoločné kľúčové slovo.,"[""Rostyslav Rodzhuk"", ""agent"", ""Samuel Džurina""]","[""Rostyslav Rodzhuk"", ""agent"", ""Samuel Džurina""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2023/rostyslav_rodzhuk/README.md"", ""pages/students/2023/samuel_dzurina/README.md""]","[""pages/students/2023/rostyslav_rodzhuk/README.md"", ""pages/students/2023/samuel_dzurina/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk"", ""https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina""]","[""https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk"", ""https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Rostyslav Rodzhuk"", ""keyword"": ""agent""}, ""matched"": true}, {""binding"": {""person"": ""Samuel Džurina"", ""keyword"": ""agent""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Rostyslav Rodzhuk"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:492""}, {""kind"": ""Document"", ""path"": ""pages/students/2023/rostyslav_rodzhuk/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk""}, {""kind"": ""Keyword"", ""name"": ""agent"", ""id"": ""agent"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:631""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Samuel Džurina"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:493""}, {""kind"": ""Document"", ""path"": ""pages/students/2023/samuel_dzurina/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina""}, {""kind"": ""Keyword"", ""name"": ""agent"", ""id"": ""agent"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:631""}]}]"
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+True,True,True,1.0,True,1.0,True,,,regression-0507,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.049393,,Aký názov diplomovej práce má osoba Zuzana Neexistujúca Vzorová?,[],[],[],[],[],[],[],[],[],[],[],[]
+True,True,True,1.0,True,1.0,True,,,regression-0508,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.053236,,Aký názov diplomovej práce má osoba Roman Neskutočný Testovací?,[],[],[],[],[],[],[],[],[],[],[],[]
+True,True,True,1.0,True,1.0,True,0,0,regression-0509,dev,candidate_set_aggregation,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.067932,,"Z kandidátov Alina Vitko, Andrii Pervashov, Artem Yatsenko vyber osoby s prácou v roku 2099. Koľko ich je?","[""0""]","[""0""]",[],[],"[""pages/students/2019/alina_vitko/README.md"", ""pages/students/2019/artem_yatsenko/README.md"", ""pages/students/2022/andrii_pervashov/README.md""]","[""pages/students/2019/alina_vitko/README.md"", ""pages/students/2019/artem_yatsenko/README.md"", ""pages/students/2022/andrii_pervashov/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko"", ""https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko"", ""https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov""]","[""https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko"", ""https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko"", ""https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,regression-0510,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.058064,,Over spoločné kľúčové slovo nlp pri osobách Ediz Morochovič a Jakub Schwarc.,"[""Ediz Morochovič"", ""nlp"", ""Jakub Schwarc""]","[""Ediz Morochovič"", ""nlp"", ""Jakub Schwarc""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2016/ediz_morochovic/README.md"", ""pages/students/2022/jakub_schwarc/README.md""]","[""pages/students/2016/ediz_morochovic/README.md"", ""pages/students/2022/jakub_schwarc/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic"", ""https://zp.kemt.fei.tuke.sk/students/2022/jakub_schwarc""]","[""https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic"", ""https://zp.kemt.fei.tuke.sk/students/2022/jakub_schwarc"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Ediz Morochovič"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Jakub Schwarc"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Ediz Morochovič"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:430""}, {""kind"": ""Document"", ""path"": ""pages/students/2016/ediz_morochovic/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Jakub Schwarc"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:478""}, {""kind"": ""Document"", ""path"": ""pages/students/2022/jakub_schwarc/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2022/jakub_schwarc""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
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+True,True,True,1.0,True,1.0,True,,,regression-0516,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.099201,,Over spoločné kľúčové slovo rasa pri osobách Artur Hyrenko a Nikita Bodnar.,"[""Artur Hyrenko"", ""rasa"", ""Nikita Bodnar""]","[""Artur Hyrenko"", ""rasa"", ""Nikita Bodnar""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2021/artur_hyrenko/README.md"", ""pages/students/2021/nikita_bodnar/README.md""]","[""pages/students/2021/artur_hyrenko/README.md"", ""pages/students/2021/nikita_bodnar/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2021/artur_hyrenko"", ""https://zp.kemt.fei.tuke.sk/students/2021/nikita_bodnar""]","[""https://zp.kemt.fei.tuke.sk/students/2021/artur_hyrenko"", ""https://zp.kemt.fei.tuke.sk/students/2021/nikita_bodnar""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Artur Hyrenko"", ""keyword"": ""rasa""}, ""matched"": true}, {""binding"": {""person"": ""Nikita Bodnar"", ""keyword"": ""rasa""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Artur Hyrenko"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:467""}, {""kind"": ""Document"", ""path"": ""pages/students/2021/artur_hyrenko/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2021/artur_hyrenko""}, {""kind"": ""Keyword"", ""name"": ""rasa"", ""id"": ""rasa"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:256""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Nikita Bodnar"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:473""}, {""kind"": ""Document"", ""path"": ""pages/students/2021/nikita_bodnar/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2021/nikita_bodnar""}, {""kind"": ""Keyword"", ""name"": ""rasa"", ""id"": ""rasa"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:256""}]}]"
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+True,True,True,1.0,True,1.0,True,,,regression-0518,dev,same_academic_year_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.073025,,Aké spoločné roky práce spájajú osoby Patrik Pokrivčák a Pavol Hudák?,"[""Patrik Pokrivčák"", ""2024"", ""Pavol Hudák"", ""2025""]","[""Patrik Pokrivčák"", ""2024"", ""Pavol Hudák"", ""2025""]",[],"[""AUTHORED"", ""EVIDENCED_BY"", ""HAS_WORK""]","[""pages/students/2019/patrik_pokrivcak/README.md"", ""pages/students/2020/pavol_hudak/README.md""]","[""pages/students/2019/patrik_pokrivcak/README.md"", ""pages/students/2020/pavol_hudak/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2019/patrik_pokrivcak"", ""https://zp.kemt.fei.tuke.sk/students/2020/pavol_hudak""]","[""https://zp.kemt.fei.tuke.sk/students/2019/patrik_pokrivcak"", ""https://zp.kemt.fei.tuke.sk/students/2020/pavol_hudak""]","[""academic_year_comparison"", ""person_thesis"", ""person_work""]","[""entity_resolution"", ""graph_traversal"", ""thesis_constraints"", ""work_constraints""]","[{""binding"": {""person"": ""Patrik Pokrivčák"", ""year"": 2024}, ""matched"": true}, {""binding"": {""person"": ""Pavol Hudák"", ""year"": 2024}, ""matched"": true}, {""binding"": {""person"": ""Patrik Pokrivčák"", ""year"": 2025}, ""matched"": true}, {""binding"": {""person"": ""Pavol Hudák"", ""year"": 2025}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Academic"", ""Document""], ""relationships"": [""AUTHORED|HAS_WORK"", ""EVIDENCED_BY""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""start_year"": 2019, ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:457"", ""name"": ""Patrik Pokrivčák"", ""source_document"": ""pages/students/2019/patrik_pokrivcak/README.md"", ""id"": ""person:pages/students/2019/patrik_pokrivcak/README.md""}, {""kind"": ""Work"", ""year"": 2024, ""heading"": ""Diplomový projekt 2024"", ""work_type"": ""diploma_project"", ""work_type_label"": ""Diplomový projekt"", 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""source_document"": ""pages/students/2020/pavol_hudak/README.md"", ""id"": ""person:pages/students/2020/pavol_hudak/README.md""}, {""kind"": ""Work"", ""year"": 2024, ""heading"": ""Diplomový projekt 2024"", ""work_type"": ""diploma_project"", ""work_type_label"": ""Diplomový projekt"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:411"", ""name"": ""Diplomový projekt 2024"", ""source_document"": ""pages/students/2020/pavol_hudak/README.md"", ""id"": ""work:pages/students/2020/pavol_hudak/README.md:diplomovy-projekt-2024"", ""person"": ""Pavol Hudák"", ""document_path"": ""pages/students/2020/pavol_hudak/README.md""}, {""kind"": ""Document"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:539"", ""title"": ""Pavol Hudák"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2020/pavol_hudak"", ""path"": ""pages/students/2020/pavol_hudak/README.md"", ""name"": ""Pavol Hudák""}]}, {""pattern"": {""binding_index"": 2, ""node_kinds"": [""Person"", ""Academic"", 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+True,True,True,1.0,True,1.0,True,,,regression-0532,dev,same_start_year_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.055697,,Porovnaj rovnaký rok začiatku štúdia osôb Jakub Schwarc a Serhii Yemets.,"[""Jakub Schwarc"", ""2022"", ""Serhii Yemets""]","[""Jakub Schwarc"", ""2022"", ""Serhii Yemets""]",[],[],"[""pages/students/2022/jakub_schwarc/README.md"", ""pages/students/2022/serhii_yemets/README.md""]","[""pages/students/2022/jakub_schwarc/README.md"", ""pages/students/2022/serhii_yemets/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2022/jakub_schwarc"", ""https://zp.kemt.fei.tuke.sk/students/2022/serhii_yemets""]","[""https://zp.kemt.fei.tuke.sk/students/2022/jakub_schwarc"", ""https://zp.kemt.fei.tuke.sk/students/2022/serhii_yemets""]","[""person_start_year"", ""start_year_comparison""]","[""entity_resolution"", ""start_year_constraints""]","[{""binding"": {""person"": ""Jakub Schwarc"", ""start_year"": 2022}, ""matched"": true}, {""binding"": {""person"": ""Serhii Yemets"", ""start_year"": 2022}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Jakub Schwarc"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:478"", ""start_year"": 2022}, {""kind"": ""Document"", ""path"": ""pages/students/2022/jakub_schwarc/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2022/jakub_schwarc""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Serhii Yemets"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:483"", ""start_year"": 2022}, {""kind"": ""Document"", ""path"": ""pages/students/2022/serhii_yemets/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2022/serhii_yemets""}]}]"
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+True,True,True,1.0,True,1.0,True,,,regression-0583,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.095258,,"Aký názov práce má osoba Artur Hyrenko, ak jej práca je z roku 2099 a jej dokument obsahuje kľúčové slovo chatbot?",[],[],[],[],"[""pages/students/2021/artur_hyrenko/README.md""]","[""pages/students/2021/artur_hyrenko/README.md"", ""pages/topics/chatbot/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2021/artur_hyrenko""]","[""https://zp.kemt.fei.tuke.sk/students/2021/artur_hyrenko"", ""https://zp.kemt.fei.tuke.sk/topics/chatbot""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,regression-0584,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.098709,,"Aký názov práce má osoba Dávid Iľaš, ak jej práca je z roku 2099 a jej dokument obsahuje kľúčové slovo emotion?",[],[],[],[],"[""pages/students/2018/david_ilas/README.md""]","[""pages/students/2018/david_ilas/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2018/david_ilas""]","[""https://zp.kemt.fei.tuke.sk/students/2018/david_ilas""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,regression-0585,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.096827,,"Aký názov práce má osoba Dávid Kostilník, ak jej práca je z roku 2099 a jej dokument obsahuje kľúčové slovo ir?",[],[],[],[],"[""pages/students/2020/david_kostilnik/README.md""]","[""pages/students/2020/david_kostilnik/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2020/david_kostilnik""]","[""https://zp.kemt.fei.tuke.sk/students/2020/david_kostilnik""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,regression-0586,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.072251,,"Aký názov práce má osoba Dávid Stromp, ak jej dokument obsahuje kľúčové slovo neexistujucitagvzor?",[],[],[],[],"[""pages/students/2019/david_stromp/README.md""]","[""pages/students/2019/david_stromp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2019/david_stromp""]","[""https://zp.kemt.fei.tuke.sk/students/2019/david_stromp""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,regression-0587,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.076045,,"Aký názov práce má osoba Dmytro Mural, ak jej dokument obsahuje kľúčové slovo neexistujucitagvzor?",[],[],[],[],"[""pages/students/2019/dmytro_mural/README.md""]","[""pages/students/2019/dmytro_mural/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2019/dmytro_mural""]","[""https://zp.kemt.fei.tuke.sk/students/2019/dmytro_mural""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,regression-0588,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.063456,,Aký názov diplomovej práce má osoba Tibor Neexistujúci Skúšobný?,[],[],[],[],[],[],[],[],[],[],[],[]
+True,True,True,1.0,True,1.0,True,,,regression-0589,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.061701,,Aký názov diplomovej práce má osoba Lenka Neskutočná Vzorová?,[],[],[],[],[],[],[],[],[],[],[],[]
+True,True,True,1.0,True,1.0,True,,,regression-0590,dev,person_multiple_categories,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.062845,,Vypíš všetky kategórie dokumentov osoby Samuel Širotník.,"[""Samuel Širotník"", ""bp2021""]","[""Samuel Širotník"", ""bp2021""]",[],"[""HAS_DOCUMENT"", ""IN_CATEGORY""]","[""pages/students/2018/samuel_sirotnik/README.md""]","[""pages/students/2018/samuel_sirotnik/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik""]","[""https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik""]","[""person_category""]","[""entity_resolution"", ""person_category_constraints""]","[{""binding"": {""person"": ""Samuel Širotník"", ""category"": ""bp2021""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Category""], ""relationships"": [""HAS_DOCUMENT"", ""IN_CATEGORY""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Samuel Širotník"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:449""}, {""kind"": ""Document"", ""path"": ""pages/students/2018/samuel_sirotnik/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik""}, {""kind"": ""Category"", ""name"": ""bp2021"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:588""}]}]"
+True,True,True,1.0,True,1.0,True,,,regression-0591,dev,document_author_category_multi_hop,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.074344,,Ktorý autor dokumentu je pri osobe Samuel Širotník spojený s kategóriou bp2021?,"[""Samuel Širotník"", ""bp2021"", ""Daniel Hladek""]","[""Samuel Širotník"", ""bp2021"", ""Daniel Hladek""]",[],"[""AUTHORED_DOCUMENT"", ""HAS_DOCUMENT"", ""IN_CATEGORY""]","[""pages/students/2018/samuel_sirotnik/README.md""]","[""pages/students/2018/samuel_sirotnik/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik""]","[""https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik""]","[""person_category"", ""person_document_author""]","[""entity_resolution"", ""person_category_constraints"", ""person_document_author_constraints""]","[{""binding"": {""person"": ""Samuel Širotník"", ""category"": ""bp2021"", ""document_author"": ""Daniel Hladek"", ""document_path"": ""pages/students/2018/samuel_sirotnik/README.md"", ""same_document"": true}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Category""], ""relationships"": [""HAS_DOCUMENT"", ""IN_CATEGORY""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Samuel Širotník"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:449""}, {""kind"": ""Document"", ""path"": ""pages/students/2018/samuel_sirotnik/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik""}, {""kind"": ""Category"", ""name"": ""bp2021"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:588""}]}, {""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""DocumentAuthor""], ""relationships"": [""HAS_DOCUMENT"", ""AUTHORED_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Samuel Širotník"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:449""}, {""kind"": ""Document"", ""path"": ""pages/students/2018/samuel_sirotnik/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik""}, {""kind"": ""DocumentAuthor"", ""name"": ""Daniel Hladek"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:497""}]}]"
+True,True,True,1.0,True,1.0,True,,,regression-0592,dev,person_start_year,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.069389,,Aký rok začiatku štúdia je uvedený pri osobe Samuel Širotník?,"[""Samuel Širotník"", ""2018""]","[""Samuel Širotník"", ""2018""]",[],[],"[""pages/students/2018/samuel_sirotnik/README.md""]","[""pages/students/2018/samuel_sirotnik/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik""]","[""https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik""]","[""person_start_year""]","[""entity_resolution"", ""start_year_constraints""]","[{""binding"": {""person"": ""Samuel Širotník"", ""start_year"": 2018}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Samuel Širotník"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:449"", ""start_year"": 2018}, {""kind"": ""Document"", ""path"": ""pages/students/2018/samuel_sirotnik/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik""}]}]"
+True,True,True,1.0,True,1.0,True,,,regression-0593,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.082485,,"Aký názov práce má osoba Samuel Širotník, ak jej dokument obsahuje kľúčové slovo nenajdenyoverovacitag?",[],[],[],[],"[""pages/students/2018/samuel_sirotnik/README.md""]","[""pages/students/2018/samuel_sirotnik/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik""]","[""https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,regression-0594,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.091108,,Aký názov práce má osoba Samuel Širotník v roku 2098?,[],[],[],[],"[""pages/students/2018/samuel_sirotnik/README.md""]","[""pages/students/2018/samuel_sirotnik/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik""]","[""https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,regression-0595,dev,person_multiple_categories,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.072711,,Vypíš všetky kategórie dokumentov osoby Stanislav Matsunych.,"[""Stanislav Matsunych"", ""bp2020""]","[""Stanislav Matsunych"", ""bp2020""]",[],"[""HAS_DOCUMENT"", ""IN_CATEGORY""]","[""pages/students/2017/stanislav_matsunych/README.md""]","[""pages/students/2017/stanislav_matsunych/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2017/stanislav_matsunych""]","[""https://zp.kemt.fei.tuke.sk/students/2017/stanislav_matsunych""]","[""person_category""]","[""entity_resolution"", ""person_category_constraints""]","[{""binding"": {""person"": ""Stanislav Matsunych"", ""category"": ""bp2020""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Category""], ""relationships"": [""HAS_DOCUMENT"", ""IN_CATEGORY""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Stanislav Matsunych"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:440""}, {""kind"": ""Document"", ""path"": ""pages/students/2017/stanislav_matsunych/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2017/stanislav_matsunych""}, {""kind"": ""Category"", ""name"": ""bp2020"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:587""}]}]"
+True,True,True,1.0,True,1.0,True,,,regression-0596,dev,document_author_category_multi_hop,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.07983,,Ktorý autor dokumentu je pri osobe Stanislav Matsunych spojený s kategóriou bp2020?,"[""Stanislav Matsunych"", ""bp2020"", ""Daniel Hladek""]","[""Stanislav Matsunych"", ""bp2020"", ""Daniel Hladek""]",[],"[""AUTHORED_DOCUMENT"", ""HAS_DOCUMENT"", ""IN_CATEGORY""]","[""pages/students/2017/stanislav_matsunych/README.md""]","[""pages/students/2017/stanislav_matsunych/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2017/stanislav_matsunych""]","[""https://zp.kemt.fei.tuke.sk/students/2017/stanislav_matsunych""]","[""person_category"", ""person_document_author""]","[""entity_resolution"", ""person_category_constraints"", ""person_document_author_constraints""]","[{""binding"": {""person"": ""Stanislav Matsunych"", ""category"": ""bp2020"", ""document_author"": ""Daniel Hladek"", ""document_path"": ""pages/students/2017/stanislav_matsunych/README.md"", ""same_document"": true}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Category""], ""relationships"": [""HAS_DOCUMENT"", ""IN_CATEGORY""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Stanislav Matsunych"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:440""}, {""kind"": ""Document"", ""path"": ""pages/students/2017/stanislav_matsunych/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2017/stanislav_matsunych""}, {""kind"": ""Category"", ""name"": ""bp2020"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:587""}]}, {""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""DocumentAuthor""], ""relationships"": [""HAS_DOCUMENT"", ""AUTHORED_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Stanislav Matsunych"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:440""}, {""kind"": ""Document"", ""path"": ""pages/students/2017/stanislav_matsunych/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2017/stanislav_matsunych""}, {""kind"": ""DocumentAuthor"", ""name"": ""Daniel Hladek"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:497""}]}]"
+True,True,True,1.0,True,1.0,True,,,regression-0597,dev,person_start_year,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.069503,,Aký rok začiatku štúdia je uvedený pri osobe Stanislav Matsunych?,[],[],[],[],"[""pages/students/2017/stanislav_matsunych/README.md""]","[""pages/students/2017/stanislav_matsunych/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2017/stanislav_matsunych""]","[""https://zp.kemt.fei.tuke.sk/students/2017/stanislav_matsunych""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,regression-0598,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.076705,,"Aký názov práce má osoba Stanislav Matsunych, ak jej dokument obsahuje kľúčové slovo nenajdenyoverovacitag?",[],[],[],[],"[""pages/students/2017/stanislav_matsunych/README.md""]","[""pages/students/2017/stanislav_matsunych/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2017/stanislav_matsunych""]","[""https://zp.kemt.fei.tuke.sk/students/2017/stanislav_matsunych""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,regression-0599,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.078211,,Aký názov práce má osoba Stanislav Matsunych v roku 2098?,[],[],[],[],"[""pages/students/2017/stanislav_matsunych/README.md""]","[""pages/students/2017/stanislav_matsunych/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2017/stanislav_matsunych""]","[""https://zp.kemt.fei.tuke.sk/students/2017/stanislav_matsunych""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,regression-0600,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.064119,,Aký názov diplomovej práce má osoba Diana Neznáma Overovacia?,[],[],[],[],[],[],[],[],[],[],[],[]
+True,True,True,1.0,True,1.0,True,,,regression-0601,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.060532,,Aký názov diplomovej práce má osoba Milan Neprítomný Vzorový?,[],[],[],[],[],[],[],[],[],[],[],[]
+True,True,True,1.0,True,1.0,True,0,0,regression-0602,dev,candidate_set_aggregation,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.094986,,"Z kandidátov Samuel Širotník, Stanislav Matsunych vyber osoby s prácou v roku 2098. Koľko ich je?","[""0""]","[""0""]",[],[],"[""pages/students/2017/stanislav_matsunych/README.md"", ""pages/students/2018/samuel_sirotnik/README.md""]","[""pages/students/2017/stanislav_matsunych/README.md"", ""pages/students/2018/samuel_sirotnik/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2017/stanislav_matsunych"", ""https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik""]","[""https://zp.kemt.fei.tuke.sk/students/2017/stanislav_matsunych"", ""https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-dev-0603,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.088938,,Over spoločné kľúčové slovo nlp pri osobách Matej Ščišľak a Oleh Bilykh.,"[""Matej Ščišľak"", ""nlp"", ""Oleh Bilykh""]","[""Matej Ščišľak"", ""nlp"", ""Oleh Bilykh""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2018/oleh_bilykh/README.md"", ""pages/students/2021/matej_scislak/README.md""]","[""pages/students/2018/oleh_bilykh/README.md"", ""pages/students/2021/matej_scislak/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh"", ""https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak""]","[""https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh"", ""https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Matej Ščišľak"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Oleh Bilykh"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Matej Ščišľak"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:472""}, {""kind"": ""Document"", ""path"": ""pages/students/2021/matej_scislak/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Oleh Bilykh"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:447""}, {""kind"": ""Document"", ""path"": ""pages/students/2018/oleh_bilykh/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-dev-0604,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.087619,,Majú osoby Cesar Abascal Gutierrez a Eduard Matovka spoločné kľúčové slovo nlp?,"[""Cesar Abascal Gutierrez"", ""nlp"", ""Eduard Matovka""]","[""Cesar Abascal Gutierrez"", ""nlp"", ""Eduard Matovka""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/interns/cesar_gutierrez/README.md"", ""pages/students/2021/eduard_matovka/README.md""]","[""pages/interns/cesar_gutierrez/README.md"", ""pages/students/2021/eduard_matovka/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/interns/cesar_gutierrez"", ""https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka""]","[""https://zp.kemt.fei.tuke.sk/interns/cesar_gutierrez"", ""https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Cesar Abascal Gutierrez"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Eduard Matovka"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Cesar Abascal Gutierrez"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:424""}, {""kind"": ""Document"", ""path"": ""pages/interns/cesar_gutierrez/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/interns/cesar_gutierrez""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Eduard Matovka"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:468""}, {""kind"": ""Document"", ""path"": ""pages/students/2021/eduard_matovka/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-dev-0605,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.0917,,Pre osoby Ján Malinovský a Samuel Vasiľ over rovnaké kľúčové slovo nlp.,"[""Ján Malinovský"", ""nlp"", ""Samuel Vasiľ""]","[""Ján Malinovský"", ""nlp"", ""Samuel Vasiľ""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2022/jan_malinovsky/README.md"", ""pages/students/2022/samuel_vasil/README.md""]","[""pages/students/2022/jan_malinovsky/README.md"", ""pages/students/2022/samuel_vasil/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"", ""https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil""]","[""https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"", ""https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Ján Malinovský"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Samuel Vasiľ"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Ján Malinovský"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:479""}, {""kind"": ""Document"", ""path"": ""pages/students/2022/jan_malinovsky/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Samuel Vasiľ"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:482""}, {""kind"": ""Document"", ""path"": ""pages/students/2022/samuel_vasil/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-dev-0606,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.094153,,Over spoločné kľúčové slovo nlp pri osobách Jakub Schwarc a Martin Jancura.,"[""Jakub Schwarc"", ""nlp"", ""Martin Jancura""]","[""Jakub Schwarc"", ""nlp"", ""Martin Jancura""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2017/martin_jancura/README.md"", ""pages/students/2022/jakub_schwarc/README.md""]","[""pages/students/2017/martin_jancura/README.md"", ""pages/students/2022/jakub_schwarc/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura"", ""https://zp.kemt.fei.tuke.sk/students/2022/jakub_schwarc""]","[""https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura"", ""https://zp.kemt.fei.tuke.sk/students/2022/jakub_schwarc"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Jakub Schwarc"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Martin Jancura"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Jakub Schwarc"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:478""}, {""kind"": ""Document"", ""path"": ""pages/students/2022/jakub_schwarc/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2022/jakub_schwarc""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Martin Jancura"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:439""}, {""kind"": ""Document"", ""path"": ""pages/students/2017/martin_jancura/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-dev-0607,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.091563,,Majú osoby Bogdan Paul Chiș a Kristián Sopkovič spoločné kľúčové slovo nlp?,"[""Bogdan Paul Chiș"", ""nlp"", ""Kristián Sopkovič""]","[""Bogdan Paul Chiș"", ""nlp"", ""Kristián Sopkovič""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/interns/bogdan_paul_chis/README.md"", ""pages/students/2019/kristian_sopkovic/README.md""]","[""pages/interns/bogdan_paul_chis/README.md"", ""pages/students/2019/kristian_sopkovic/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis"", ""https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic""]","[""https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis"", ""https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Bogdan Paul Chiș"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Kristián Sopkovič"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Bogdan Paul Chiș"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:423""}, {""kind"": ""Document"", ""path"": ""pages/interns/bogdan_paul_chis/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Kristián Sopkovič"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:455""}, {""kind"": ""Document"", ""path"": ""pages/students/2019/kristian_sopkovic/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-dev-0608,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.095269,,Pre osoby Márk Fehér a Simona Bobrovčanová over rovnaké kľúčové slovo nlp.,"[""Márk Fehér"", ""nlp"", ""Simona Bobrovčanová""]","[""Márk Fehér"", ""nlp"", ""Simona Bobrovčanová""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2016/mark_feher/README.md"", ""pages/students/2023/simona_bobrovcanova/README.md""]","[""pages/students/2016/mark_feher/README.md"", ""pages/students/2023/simona_bobrovcanova/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/mark_feher"", ""https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova""]","[""https://zp.kemt.fei.tuke.sk/students/2016/mark_feher"", ""https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Márk Fehér"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Simona Bobrovčanová"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Márk Fehér"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:434""}, {""kind"": ""Document"", ""path"": ""pages/students/2016/mark_feher/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2016/mark_feher""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Simona Bobrovčanová"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:494""}, {""kind"": ""Document"", ""path"": ""pages/students/2023/simona_bobrovcanova/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-dev-0609,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.089198,,Over spoločné kľúčové slovo nlp pri osobách Dominik Nagy a Eduard Matovka.,"[""Dominik Nagy"", ""nlp"", ""Eduard Matovka""]","[""Dominik Nagy"", ""nlp"", ""Eduard Matovka""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2016/dominik_nagy/README.md"", ""pages/students/2021/eduard_matovka/README.md""]","[""pages/students/2016/dominik_nagy/README.md"", ""pages/students/2021/eduard_matovka/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy"", ""https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka""]","[""https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy"", ""https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Dominik Nagy"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Eduard Matovka"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Dominik Nagy"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:429""}, {""kind"": ""Document"", ""path"": ""pages/students/2016/dominik_nagy/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Eduard Matovka"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:468""}, {""kind"": ""Document"", ""path"": ""pages/students/2021/eduard_matovka/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-dev-0610,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.082388,,Majú osoby Artem Yatsenko a Yevhenii Medushivskyi spoločné kľúčové slovo nlp?,"[""Artem Yatsenko"", ""nlp"", ""Yevhenii Medushivskyi""]","[""Artem Yatsenko"", ""nlp"", ""Yevhenii Medushivskyi""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2019/artem_yatsenko/README.md"", ""pages/students/2023/yevhenii_medushivskyi/README.md""]","[""pages/students/2019/artem_yatsenko/README.md"", ""pages/students/2023/yevhenii_medushivskyi/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko"", ""https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi""]","[""https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko"", ""https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Artem Yatsenko"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Yevhenii Medushivskyi"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Artem Yatsenko"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:451""}, {""kind"": ""Document"", ""path"": ""pages/students/2019/artem_yatsenko/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Yevhenii Medushivskyi"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:495""}, {""kind"": ""Document"", ""path"": ""pages/students/2023/yevhenii_medushivskyi/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-dev-0611,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.097347,,Pre osoby Martin Wencel a Michal Stromko over rovnaké kľúčové slovo nlp.,"[""Martin Wencel"", ""nlp"", ""Michal Stromko""]","[""Martin Wencel"", ""nlp"", ""Michal Stromko""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2018/martin_wencel/README.md"", ""pages/students/2019/michal_stromko/README.md""]","[""pages/students/2018/martin_wencel/README.md"", ""pages/students/2019/michal_stromko/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel"", ""https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko""]","[""https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel"", ""https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Martin Wencel"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Michal Stromko"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Martin Wencel"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:446""}, {""kind"": ""Document"", ""path"": ""pages/students/2018/martin_wencel/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Michal Stromko"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:456""}, {""kind"": ""Document"", ""path"": ""pages/students/2019/michal_stromko/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-dev-0612,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.068963,,Over spoločné kľúčové slovo nlp pri osobách Samuel Horáni a Valerii Kutsenko.,"[""Samuel Horáni"", ""nlp"", ""Valerii Kutsenko""]","[""Samuel Horáni"", ""nlp"", ""Valerii Kutsenko""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2019/samuel_horani/README.md"", ""pages/students/2022/valerii_kutsenko/README.md""]","[""pages/students/2019/samuel_horani/README.md"", ""pages/students/2022/valerii_kutsenko/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani"", ""https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko""]","[""https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani"", ""https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Samuel Horáni"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Valerii Kutsenko"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Samuel Horáni"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:458""}, {""kind"": ""Document"", ""path"": ""pages/students/2019/samuel_horani/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Valerii Kutsenko"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:485""}, {""kind"": ""Document"", ""path"": ""pages/students/2022/valerii_kutsenko/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-dev-0613,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.069285,,Majú osoby Serhii Yemets a Yevhenii Leonov spoločné kľúčové slovo nlp?,"[""Serhii Yemets"", ""nlp"", ""Yevhenii Leonov""]","[""Serhii Yemets"", ""nlp"", ""Yevhenii Leonov""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2022/serhii_yemets/README.md"", ""pages/students/2022/yevhenii_leonov/README.md""]","[""pages/students/2022/serhii_yemets/README.md"", ""pages/students/2022/yevhenii_leonov/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2022/serhii_yemets"", ""https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov""]","[""https://zp.kemt.fei.tuke.sk/students/2022/serhii_yemets"", ""https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Serhii Yemets"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Yevhenii Leonov"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Serhii Yemets"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:483""}, {""kind"": ""Document"", ""path"": ""pages/students/2022/serhii_yemets/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2022/serhii_yemets""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Yevhenii Leonov"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:487""}, {""kind"": ""Document"", ""path"": ""pages/students/2022/yevhenii_leonov/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
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+True,True,True,1.0,True,1.0,True,,,wide-dev-0712,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.103098,,Aký názov práce má osoba Patrik Pavlišin v roku 2018?,[],[],[],[],"[""pages/students/2016/patrik_pavlisin/README.md""]","[""pages/students/2016/patrik_pavlisin/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin""]","[""https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-dev-0713,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.112783,,Aký názov práce má osoba Kristián Sopkovič s kľúčovým slovom klaud?,[],[],[],[],"[""pages/students/2019/kristian_sopkovic/README.md""]","[""pages/students/2019/kristian_sopkovic/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic""]","[""https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-dev-0714,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.100217,,Aký názov práce má osoba Adrián Remiáš v roku 2018?,[],[],[],[],"[""pages/students/2018/adrian_remias/README.md""]","[""pages/students/2018/adrian_remias/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2018/adrian_remias""]","[""https://zp.kemt.fei.tuke.sk/students/2018/adrian_remias""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-dev-0715,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.108476,,Aký názov práce má osoba Than Trung Thanh v roku 2018?,[],[],[],[],"[""pages/students/2017/than_trung_thanh/README.md""]","[""pages/students/2017/than_trung_thanh/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2017/than_trung_thanh""]","[""https://zp.kemt.fei.tuke.sk/students/2017/than_trung_thanh""]",[],"[""entity_resolution""]",[],[]
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+True,True,True,1.0,True,1.0,True,,,wide-dev-0717,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.121144,,Aký názov práce má osoba Tomáš Kuchárik s kľúčovým slovom cluster?,[],[],[],[],"[""pages/students/2016/tomas_kucharik/README.md""]","[""pages/students/2016/tomas_kucharik/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik""]","[""https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-dev-0718,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.099499,,Aký názov práce má osoba Artem Yatsenko v roku 2018?,[],[],[],[],"[""pages/students/2019/artem_yatsenko/README.md""]","[""pages/students/2019/artem_yatsenko/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko""]","[""https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-dev-0719,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.107775,,Aký názov práce má osoba Márk Fehér s kľúčovým slovom named entity?,[],[],[],[],"[""pages/students/2016/mark_feher/README.md""]","[""pages/students/2016/mark_feher/README.md"", ""pages/topics/named-entity/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/mark_feher""]","[""https://zp.kemt.fei.tuke.sk/students/2016/mark_feher"", ""https://zp.kemt.fei.tuke.sk/topics/named-entity""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-dev-0720,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.085633,,Aký názov práce má osoba Filip Tomáš v roku 2018?,[],[],[],[],"[""pages/students/2019/filip_tomas/README.md""]","[""pages/students/2019/filip_tomas/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas""]","[""https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-dev-0721,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.096007,,Aký názov práce má osoba Maroš Harahus s kľúčovým slovom named entity?,[],[],[],[],"[""pages/students/2016/maros_harahus/README.md""]","[""pages/students/2016/maros_harahus/README.md"", ""pages/topics/named-entity/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus""]","[""https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus"", ""https://zp.kemt.fei.tuke.sk/topics/named-entity""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-dev-0722,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.09432,,Aký názov práce má osoba Filip Tomáš s kľúčovým slovom hate?,[],[],[],[],"[""pages/students/2019/filip_tomas/README.md""]","[""pages/students/2019/filip_tomas/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas""]","[""https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-001,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.078226,,Over spoločné kľúčové slovo nlp pri osobách Maksym Zatirka a Samuel Džurina.,"[""Maksym Zatirka"", ""nlp"", ""Samuel Džurina""]","[""Maksym Zatirka"", ""nlp"", ""Samuel Džurina""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2023/maksym_zatirka/README.md"", ""pages/students/2023/samuel_dzurina/README.md""]","[""pages/students/2023/maksym_zatirka/README.md"", ""pages/students/2023/samuel_dzurina/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka"", ""https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina""]","[""https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka"", ""https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Maksym Zatirka"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Samuel Džurina"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Maksym Zatirka"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:489""}, {""kind"": ""Document"", ""path"": ""pages/students/2023/maksym_zatirka/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Samuel Džurina"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:493""}, {""kind"": ""Document"", ""path"": ""pages/students/2023/samuel_dzurina/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-002,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.085101,,Majú osoby Jakub Schwarc a Nikita Bodnar spoločné kľúčové slovo nlp?,"[""Jakub Schwarc"", ""nlp"", ""Nikita Bodnar""]","[""Jakub Schwarc"", ""nlp"", ""Nikita Bodnar""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2021/nikita_bodnar/README.md"", ""pages/students/2022/jakub_schwarc/README.md""]","[""pages/students/2021/nikita_bodnar/README.md"", ""pages/students/2022/jakub_schwarc/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2021/nikita_bodnar"", ""https://zp.kemt.fei.tuke.sk/students/2022/jakub_schwarc""]","[""https://zp.kemt.fei.tuke.sk/students/2021/nikita_bodnar"", ""https://zp.kemt.fei.tuke.sk/students/2022/jakub_schwarc"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Jakub Schwarc"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Nikita Bodnar"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Jakub Schwarc"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:478""}, {""kind"": ""Document"", ""path"": ""pages/students/2022/jakub_schwarc/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2022/jakub_schwarc""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Nikita Bodnar"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:473""}, {""kind"": ""Document"", ""path"": ""pages/students/2021/nikita_bodnar/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2021/nikita_bodnar""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-003,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.119494,,Pre osoby Manohar Gowdru Shridhara a Nikita Bodnar over rovnaké kľúčové slovo nlp.,"[""Manohar Gowdru Shridhara"", ""nlp"", ""Nikita Bodnar""]","[""Manohar Gowdru Shridhara"", ""nlp"", ""Nikita Bodnar""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2021/manohar_gowdru_shridharu/README.md"", ""pages/students/2021/nikita_bodnar/README.md""]","[""pages/students/2021/manohar_gowdru_shridharu/README.md"", ""pages/students/2021/nikita_bodnar/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2021/manohar_gowdru_shridharu"", ""https://zp.kemt.fei.tuke.sk/students/2021/nikita_bodnar""]","[""https://zp.kemt.fei.tuke.sk/students/2021/manohar_gowdru_shridharu"", ""https://zp.kemt.fei.tuke.sk/students/2021/nikita_bodnar"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Manohar Gowdru Shridhara"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Nikita Bodnar"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Manohar Gowdru Shridhara"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:469""}, {""kind"": ""Document"", ""path"": ""pages/students/2021/manohar_gowdru_shridharu/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2021/manohar_gowdru_shridharu""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Nikita Bodnar"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:473""}, {""kind"": ""Document"", ""path"": ""pages/students/2021/nikita_bodnar/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2021/nikita_bodnar""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-004,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.082777,,Over spoločné kľúčové slovo nlp pri osobách Jakub Maruniak a Nikita Bodnar.,"[""Jakub Maruniak"", ""nlp"", ""Nikita Bodnar""]","[""Jakub Maruniak"", ""nlp"", ""Nikita Bodnar""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2016/jakub_maruniak/README.md"", ""pages/students/2021/nikita_bodnar/README.md""]","[""pages/students/2016/jakub_maruniak/README.md"", ""pages/students/2021/nikita_bodnar/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak"", ""https://zp.kemt.fei.tuke.sk/students/2021/nikita_bodnar""]","[""https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak"", ""https://zp.kemt.fei.tuke.sk/students/2021/nikita_bodnar"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Jakub Maruniak"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Nikita Bodnar"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Jakub Maruniak"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:431""}, {""kind"": ""Document"", ""path"": ""pages/students/2016/jakub_maruniak/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Nikita Bodnar"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:473""}, {""kind"": ""Document"", ""path"": ""pages/students/2021/nikita_bodnar/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2021/nikita_bodnar""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-005,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.085693,,Majú osoby Denis Le Thanh a Samuel Vasiľ spoločné kľúčové slovo nlp?,"[""Denis Le Thanh"", ""nlp"", ""Samuel Vasiľ""]","[""Denis Le Thanh"", ""nlp"", ""Samuel Vasiľ""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2022/samuel_vasil/README.md"", ""pages/students/2023/denis_le_thanh/README.md""]","[""pages/students/2022/samuel_vasil/README.md"", ""pages/students/2023/denis_le_thanh/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil"", ""https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh""]","[""https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil"", ""https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Denis Le Thanh"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Samuel Vasiľ"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Denis Le Thanh"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:488""}, {""kind"": ""Document"", ""path"": ""pages/students/2023/denis_le_thanh/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Samuel Vasiľ"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:482""}, {""kind"": ""Document"", ""path"": ""pages/students/2022/samuel_vasil/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-006,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.079864,,Pre osoby Lukáš Pokrývka a Stanislav Matsunych over rovnaké kľúčové slovo nlp.,"[""Lukáš Pokrývka"", ""nlp"", ""Stanislav Matsunych""]","[""Lukáš Pokrývka"", ""nlp"", ""Stanislav Matsunych""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2016/lukas_pokryvka/README.md"", ""pages/students/2017/stanislav_matsunych/README.md""]","[""pages/students/2016/lukas_pokryvka/README.md"", ""pages/students/2016/lukas_pokryvka/timovy_projekt/README.md"", ""pages/students/2017/stanislav_matsunych/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka"", ""https://zp.kemt.fei.tuke.sk/students/2017/stanislav_matsunych""]","[""https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka"", ""https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka/timovy_projekt"", ""https://zp.kemt.fei.tuke.sk/students/2017/stanislav_matsunych"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Lukáš Pokrývka"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Stanislav Matsunych"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Lukáš Pokrývka"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:433""}, {""kind"": ""Document"", ""path"": ""pages/students/2016/lukas_pokryvka/timovy_projekt/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka/timovy_projekt""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Stanislav Matsunych"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:440""}, {""kind"": ""Document"", ""path"": ""pages/students/2017/stanislav_matsunych/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2017/stanislav_matsunych""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-007,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.080443,,Over spoločné kľúčové slovo nlp pri osobách Oleksandr Dorybohov a Youssef Ressaissi.,"[""Oleksandr Dorybohov"", ""nlp"", ""Youssef Ressaissi""]","[""Oleksandr Dorybohov"", ""nlp"", ""Youssef Ressaissi""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/interns/yussef_ressaissi/README.md"", ""pages/students/2023/oleksandr_dorybohov/README.md""]","[""pages/interns/yussef_ressaissi/README.md"", ""pages/students/2023/oleksandr_dorybohov/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/interns/yussef_ressaissi"", ""https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov""]","[""https://zp.kemt.fei.tuke.sk/interns/yussef_ressaissi"", ""https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Oleksandr Dorybohov"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Youssef Ressaissi"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Oleksandr Dorybohov"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:490""}, {""kind"": ""Document"", ""path"": ""pages/students/2023/oleksandr_dorybohov/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Youssef Ressaissi"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:427""}, {""kind"": ""Document"", ""path"": ""pages/interns/yussef_ressaissi/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/interns/yussef_ressaissi""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-008,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.0707,,Majú osoby Denis Le Thanh a Tomáš Kuchárik spoločné kľúčové slovo nlp?,"[""Denis Le Thanh"", ""nlp"", ""Tomáš Kuchárik""]","[""Denis Le Thanh"", ""nlp"", ""Tomáš Kuchárik""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2016/tomas_kucharik/README.md"", ""pages/students/2023/denis_le_thanh/README.md""]","[""pages/students/2016/tomas_kucharik/README.md"", ""pages/students/2023/denis_le_thanh/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"", ""https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh""]","[""https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"", ""https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Denis Le Thanh"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Tomáš Kuchárik"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Denis Le Thanh"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:488""}, {""kind"": ""Document"", ""path"": ""pages/students/2023/denis_le_thanh/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Tomáš Kuchárik"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:437""}, {""kind"": ""Document"", ""path"": ""pages/students/2016/tomas_kucharik/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-009,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.070472,,Pre osoby Dávid Iľaš a Maroš Harahus over rovnaké kľúčové slovo nlp.,"[""Dávid Iľaš"", ""nlp"", ""Maroš Harahus""]","[""Dávid Iľaš"", ""nlp"", ""Maroš Harahus""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2016/maros_harahus/README.md"", ""pages/students/2018/david_ilas/README.md""]","[""pages/students/2016/maros_harahus/README.md"", ""pages/students/2018/david_ilas/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus"", ""https://zp.kemt.fei.tuke.sk/students/2018/david_ilas""]","[""https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus"", ""https://zp.kemt.fei.tuke.sk/students/2018/david_ilas"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Dávid Iľaš"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Maroš Harahus"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Dávid Iľaš"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:444""}, {""kind"": ""Document"", ""path"": ""pages/students/2018/david_ilas/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2018/david_ilas""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Maroš Harahus"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:435""}, {""kind"": ""Document"", ""path"": ""pages/students/2016/maros_harahus/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-010,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.073158,,Over spoločné kľúčové slovo nlp pri osobách Nikita Bodnar a Oleksandr Dorybohov.,"[""Nikita Bodnar"", ""nlp"", ""Oleksandr Dorybohov""]","[""Nikita Bodnar"", ""nlp"", ""Oleksandr Dorybohov""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2021/nikita_bodnar/README.md"", ""pages/students/2023/oleksandr_dorybohov/README.md""]","[""pages/students/2021/nikita_bodnar/README.md"", ""pages/students/2023/oleksandr_dorybohov/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2021/nikita_bodnar"", ""https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov""]","[""https://zp.kemt.fei.tuke.sk/students/2021/nikita_bodnar"", ""https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Nikita Bodnar"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Oleksandr Dorybohov"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Nikita Bodnar"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:473""}, {""kind"": ""Document"", ""path"": ""pages/students/2021/nikita_bodnar/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2021/nikita_bodnar""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Oleksandr Dorybohov"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:490""}, {""kind"": ""Document"", ""path"": ""pages/students/2023/oleksandr_dorybohov/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-011,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.066488,,Majú osoby Lukáš Pokrývka a Martin NaN1 spoločné kľúčové slovo nlp?,"[""Lukáš Pokrývka"", ""nlp"", ""Martin NaN1""]","[""Lukáš Pokrývka"", ""nlp"", ""Martin NaN1""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2016/lukas_pokryvka/README.md"", ""pages/students/2018/NaN1name_buday/README.md""]","[""pages/students/2016/lukas_pokryvka/README.md"", ""pages/students/2016/lukas_pokryvka/timovy_projekt/README.md"", ""pages/students/2018/NaN1name_buday/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka"", ""https://zp.kemt.fei.tuke.sk/students/2018/NaN1name_buday""]","[""https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka"", ""https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka/timovy_projekt"", ""https://zp.kemt.fei.tuke.sk/students/2018/NaN1name_buday"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Lukáš Pokrývka"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Martin NaN1"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Lukáš Pokrývka"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:433""}, {""kind"": ""Document"", ""path"": ""pages/students/2016/lukas_pokryvka/timovy_projekt/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka/timovy_projekt""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Martin NaN1"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:442""}, {""kind"": ""Document"", ""path"": ""pages/students/2018/NaN1name_buday/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2018/NaN1name_buday""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-012,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.068317,,Pre osoby Martin Šarišský a Yevhenii Leonov over rovnaké kľúčové slovo nlp.,"[""Martin Šarišský"", ""nlp"", ""Yevhenii Leonov""]","[""Martin Šarišský"", ""nlp"", ""Yevhenii Leonov""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2021/martin_sarissky/README.md"", ""pages/students/2022/yevhenii_leonov/README.md""]","[""pages/students/2021/martin_sarissky/README.md"", ""pages/students/2022/yevhenii_leonov/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky"", ""https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov""]","[""https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky"", ""https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Martin Šarišský"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Yevhenii Leonov"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Martin Šarišský"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:470""}, {""kind"": ""Document"", ""path"": ""pages/students/2021/martin_sarissky/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Yevhenii Leonov"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:487""}, {""kind"": ""Document"", ""path"": ""pages/students/2022/yevhenii_leonov/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-013,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.073181,,Over spoločné kľúčové slovo nlp pri osobách Maksym Zatirka a Patrik Pavlišin.,"[""Maksym Zatirka"", ""nlp"", ""Patrik Pavlišin""]","[""Maksym Zatirka"", ""nlp"", ""Patrik Pavlišin""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2016/patrik_pavlisin/README.md"", ""pages/students/2023/maksym_zatirka/README.md""]","[""pages/students/2016/patrik_pavlisin/README.md"", ""pages/students/2023/maksym_zatirka/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin"", ""https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka""]","[""https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin"", ""https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Maksym Zatirka"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Patrik Pavlišin"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Maksym Zatirka"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:489""}, {""kind"": ""Document"", ""path"": ""pages/students/2023/maksym_zatirka/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Patrik Pavlišin"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:436""}, {""kind"": ""Document"", ""path"": ""pages/students/2016/patrik_pavlisin/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-014,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.073736,,Majú osoby Artem Yatsenko a Matej Novotný spoločné kľúčové slovo nlp?,"[""Artem Yatsenko"", ""nlp"", ""Matej Novotný""]","[""Artem Yatsenko"", ""nlp"", ""Matej Novotný""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2019/artem_yatsenko/README.md"", ""pages/students/2021/matej_novotny/README.md""]","[""pages/students/2019/artem_yatsenko/README.md"", ""pages/students/2021/matej_novotny/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko"", ""https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny""]","[""https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko"", ""https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Artem Yatsenko"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Matej Novotný"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Artem Yatsenko"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:451""}, {""kind"": ""Document"", ""path"": ""pages/students/2019/artem_yatsenko/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Matej Novotný"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:471""}, {""kind"": ""Document"", ""path"": ""pages/students/2021/matej_novotny/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-015,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.079166,,Pre osoby Kristián Sopkovič a Yevhenii Medushivskyi over rovnaké kľúčové slovo nlp.,"[""Kristián Sopkovič"", ""nlp"", ""Yevhenii Medushivskyi""]","[""Kristián Sopkovič"", ""nlp"", ""Yevhenii Medushivskyi""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2019/kristian_sopkovic/README.md"", ""pages/students/2023/yevhenii_medushivskyi/README.md""]","[""pages/students/2019/kristian_sopkovic/README.md"", ""pages/students/2023/yevhenii_medushivskyi/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"", ""https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi""]","[""https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"", ""https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Kristián Sopkovič"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Yevhenii Medushivskyi"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Kristián Sopkovič"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:455""}, {""kind"": ""Document"", ""path"": ""pages/students/2019/kristian_sopkovic/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Yevhenii Medushivskyi"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:495""}, {""kind"": ""Document"", ""path"": ""pages/students/2023/yevhenii_medushivskyi/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-016,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.084311,,Over spoločné kľúčové slovo nlp pri osobách Alina Vitko a Manohar Gowdru Shridhara.,"[""Alina Vitko"", ""nlp"", ""Manohar Gowdru Shridhara""]","[""Alina Vitko"", ""nlp"", ""Manohar Gowdru Shridhara""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2019/alina_vitko/README.md"", ""pages/students/2021/manohar_gowdru_shridharu/README.md""]","[""pages/students/2019/alina_vitko/README.md"", ""pages/students/2021/manohar_gowdru_shridharu/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko"", ""https://zp.kemt.fei.tuke.sk/students/2021/manohar_gowdru_shridharu""]","[""https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko"", ""https://zp.kemt.fei.tuke.sk/students/2021/manohar_gowdru_shridharu"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Alina Vitko"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Manohar Gowdru Shridhara"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Alina Vitko"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:450""}, {""kind"": ""Document"", ""path"": ""pages/students/2019/alina_vitko/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Manohar Gowdru Shridhara"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:469""}, {""kind"": ""Document"", ""path"": ""pages/students/2021/manohar_gowdru_shridharu/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2021/manohar_gowdru_shridharu""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-017,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.075673,,Majú osoby Andrii Pervashov a Valerii Kutsenko spoločné kľúčové slovo nlp?,"[""Andrii Pervashov"", ""nlp"", ""Valerii Kutsenko""]","[""Andrii Pervashov"", ""nlp"", ""Valerii Kutsenko""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2022/andrii_pervashov/README.md"", ""pages/students/2022/valerii_kutsenko/README.md""]","[""pages/students/2022/andrii_pervashov/README.md"", ""pages/students/2022/valerii_kutsenko/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov"", ""https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko""]","[""https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov"", ""https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Andrii Pervashov"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Valerii Kutsenko"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Andrii Pervashov"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:476""}, {""kind"": ""Document"", ""path"": ""pages/students/2022/andrii_pervashov/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Valerii Kutsenko"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:485""}, {""kind"": ""Document"", ""path"": ""pages/students/2022/valerii_kutsenko/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-018,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.077746,,Pre osoby Jakub Maruniak a Yevhenii Medushivskyi over rovnaké kľúčové slovo nlp.,"[""Jakub Maruniak"", ""nlp"", ""Yevhenii Medushivskyi""]","[""Jakub Maruniak"", ""nlp"", ""Yevhenii Medushivskyi""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2016/jakub_maruniak/README.md"", ""pages/students/2023/yevhenii_medushivskyi/README.md""]","[""pages/students/2016/jakub_maruniak/README.md"", ""pages/students/2023/yevhenii_medushivskyi/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak"", ""https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi""]","[""https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak"", ""https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Jakub Maruniak"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Yevhenii Medushivskyi"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Jakub Maruniak"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:431""}, {""kind"": ""Document"", ""path"": ""pages/students/2016/jakub_maruniak/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Yevhenii Medushivskyi"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:495""}, {""kind"": ""Document"", ""path"": ""pages/students/2023/yevhenii_medushivskyi/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-019,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.075182,,Over spoločné kľúčové slovo nlp pri osobách Adrián Remiáš a Bogdan Paul Chiș.,"[""Adrián Remiáš"", ""nlp"", ""Bogdan Paul Chiș""]","[""Adrián Remiáš"", ""nlp"", ""Bogdan Paul Chiș""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/interns/bogdan_paul_chis/README.md"", ""pages/students/2018/adrian_remias/README.md""]","[""pages/interns/bogdan_paul_chis/README.md"", ""pages/students/2018/adrian_remias/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis"", ""https://zp.kemt.fei.tuke.sk/students/2018/adrian_remias""]","[""https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis"", ""https://zp.kemt.fei.tuke.sk/students/2018/adrian_remias"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Adrián Remiáš"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Bogdan Paul Chiș"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Adrián Remiáš"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:443""}, {""kind"": ""Document"", ""path"": ""pages/students/2018/adrian_remias/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2018/adrian_remias""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Bogdan Paul Chiș"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:423""}, {""kind"": ""Document"", ""path"": ""pages/interns/bogdan_paul_chis/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-020,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.07161,,Majú osoby Oleh Bilykh a Ondrej Megela spoločné kľúčové slovo question-answer?,"[""Oleh Bilykh"", ""question-answer"", ""Ondrej Megela""]","[""Oleh Bilykh"", ""question-answer"", ""Ondrej Megela""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2018/oleh_bilykh/README.md"", ""pages/students/2018/ondrej_megela/README.md""]","[""pages/students/2018/oleh_bilykh/README.md"", ""pages/students/2018/ondrej_megela/README.md"", ""pages/topics/question/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh"", ""https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela""]","[""https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh"", ""https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"", ""https://zp.kemt.fei.tuke.sk/topics/question""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Oleh Bilykh"", ""keyword"": ""question-answer""}, ""matched"": true}, {""binding"": {""person"": ""Ondrej Megela"", ""keyword"": ""question-answer""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Oleh Bilykh"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:447""}, {""kind"": ""Document"", ""path"": ""pages/students/2018/oleh_bilykh/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh""}, {""kind"": ""Keyword"", ""name"": ""question-answer"", ""id"": ""question-answer"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:865""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Ondrej Megela"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:448""}, {""kind"": ""Document"", ""path"": ""pages/students/2018/ondrej_megela/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela""}, {""kind"": ""Keyword"", ""name"": ""question-answer"", ""id"": ""question-answer"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:865""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-021,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.081684,,Pre osoby Bogdan Paul Chiș a Samuel Džurina over rovnaké kľúčové slovo nlp.,"[""Bogdan Paul Chiș"", ""nlp"", ""Samuel Džurina""]","[""Bogdan Paul Chiș"", ""nlp"", ""Samuel Džurina""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/interns/bogdan_paul_chis/README.md"", ""pages/students/2023/samuel_dzurina/README.md""]","[""pages/interns/bogdan_paul_chis/README.md"", ""pages/students/2023/samuel_dzurina/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis"", ""https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina""]","[""https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis"", ""https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Bogdan Paul Chiș"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Samuel Džurina"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Bogdan Paul Chiș"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:423""}, {""kind"": ""Document"", ""path"": ""pages/interns/bogdan_paul_chis/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/interns/bogdan_paul_chis""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Samuel Džurina"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:493""}, {""kind"": ""Document"", ""path"": ""pages/students/2023/samuel_dzurina/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-022,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.077233,,Over spoločné kľúčové slovo nlp pri osobách Dárius Lindvai a Dominik Nagy.,"[""Dárius Lindvai"", ""nlp"", ""Dominik Nagy""]","[""Dárius Lindvai"", ""nlp"", ""Dominik Nagy""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2016/darius_lindvai/README.md"", ""pages/students/2016/dominik_nagy/README.md""]","[""pages/students/2016/darius_lindvai/README.md"", ""pages/students/2016/dominik_nagy/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai"", ""https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy""]","[""https://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai"", ""https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Dárius Lindvai"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Dominik Nagy"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Dárius Lindvai"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:428""}, {""kind"": ""Document"", ""path"": ""pages/students/2016/darius_lindvai/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Dominik Nagy"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:429""}, {""kind"": ""Document"", ""path"": ""pages/students/2016/dominik_nagy/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-023,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.076562,,Majú osoby Artem Yatsenko a Maksym Zatirka spoločné kľúčové slovo nlp?,"[""Artem Yatsenko"", ""nlp"", ""Maksym Zatirka""]","[""Artem Yatsenko"", ""nlp"", ""Maksym Zatirka""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2019/artem_yatsenko/README.md"", ""pages/students/2023/maksym_zatirka/README.md""]","[""pages/students/2019/artem_yatsenko/README.md"", ""pages/students/2023/maksym_zatirka/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko"", ""https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka""]","[""https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko"", ""https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Artem Yatsenko"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Maksym Zatirka"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Artem Yatsenko"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:451""}, {""kind"": ""Document"", ""path"": ""pages/students/2019/artem_yatsenko/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2019/artem_yatsenko""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Maksym Zatirka"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:489""}, {""kind"": ""Document"", ""path"": ""pages/students/2023/maksym_zatirka/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-024,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.082498,,Pre osoby Denis Le Thanh a Oleksandr Dorybohov over rovnaké kľúčové slovo lm.,"[""Denis Le Thanh"", ""lm"", ""Oleksandr Dorybohov""]","[""Denis Le Thanh"", ""lm"", ""Oleksandr Dorybohov""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2023/denis_le_thanh/README.md"", ""pages/students/2023/oleksandr_dorybohov/README.md""]","[""pages/students/2023/denis_le_thanh/README.md"", ""pages/students/2023/oleksandr_dorybohov/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh"", ""https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov""]","[""https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh"", ""https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Denis Le Thanh"", ""keyword"": ""lm""}, ""matched"": true}, {""binding"": {""person"": ""Oleksandr Dorybohov"", ""keyword"": ""lm""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Denis Le Thanh"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:488""}, {""kind"": ""Document"", ""path"": ""pages/students/2023/denis_le_thanh/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh""}, {""kind"": ""Keyword"", ""name"": ""LM"", ""id"": ""lm"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:847""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Oleksandr Dorybohov"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:490""}, {""kind"": ""Document"", ""path"": ""pages/students/2023/oleksandr_dorybohov/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov""}, {""kind"": ""Keyword"", ""name"": ""LM"", ""id"": ""lm"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:847""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-025,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.087166,,Over spoločné kľúčové slovo nlp pri osobách Artur Hyrenko a Than Trung Thanh.,"[""Artur Hyrenko"", ""nlp"", ""Than Trung Thanh""]","[""Artur Hyrenko"", ""nlp"", ""Than Trung Thanh""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2017/than_trung_thanh/README.md"", ""pages/students/2021/artur_hyrenko/README.md""]","[""pages/students/2017/than_trung_thanh/README.md"", ""pages/students/2021/artur_hyrenko/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2017/than_trung_thanh"", ""https://zp.kemt.fei.tuke.sk/students/2021/artur_hyrenko""]","[""https://zp.kemt.fei.tuke.sk/students/2017/than_trung_thanh"", ""https://zp.kemt.fei.tuke.sk/students/2021/artur_hyrenko"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Artur Hyrenko"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Than Trung Thanh"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Artur Hyrenko"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:467""}, {""kind"": ""Document"", ""path"": ""pages/students/2021/artur_hyrenko/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2021/artur_hyrenko""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Than Trung Thanh"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:441""}, {""kind"": ""Document"", ""path"": ""pages/students/2017/than_trung_thanh/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2017/than_trung_thanh""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-026,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.084326,,Majú osoby Lukáš Pokrývka a Than Trung Thanh spoločné kľúčové slovo nlp?,"[""Lukáš Pokrývka"", ""nlp"", ""Than Trung Thanh""]","[""Lukáš Pokrývka"", ""nlp"", ""Than Trung Thanh""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2016/lukas_pokryvka/README.md"", ""pages/students/2017/than_trung_thanh/README.md""]","[""pages/students/2016/lukas_pokryvka/README.md"", ""pages/students/2016/lukas_pokryvka/timovy_projekt/README.md"", ""pages/students/2017/than_trung_thanh/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka"", ""https://zp.kemt.fei.tuke.sk/students/2017/than_trung_thanh""]","[""https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka"", ""https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka/timovy_projekt"", ""https://zp.kemt.fei.tuke.sk/students/2017/than_trung_thanh"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Lukáš Pokrývka"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Than Trung Thanh"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Lukáš Pokrývka"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:433""}, {""kind"": ""Document"", ""path"": ""pages/students/2016/lukas_pokryvka/timovy_projekt/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka/timovy_projekt""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Than Trung Thanh"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:441""}, {""kind"": ""Document"", ""path"": ""pages/students/2017/than_trung_thanh/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2017/than_trung_thanh""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-027,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.070289,,Pre osoby Artur Hyrenko a Rostyslav Rodzhuk over rovnaké kľúčové slovo nlp.,"[""Artur Hyrenko"", ""nlp"", ""Rostyslav Rodzhuk""]","[""Artur Hyrenko"", ""nlp"", ""Rostyslav Rodzhuk""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2021/artur_hyrenko/README.md"", ""pages/students/2023/rostyslav_rodzhuk/README.md""]","[""pages/students/2021/artur_hyrenko/README.md"", ""pages/students/2023/rostyslav_rodzhuk/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2021/artur_hyrenko"", ""https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk""]","[""https://zp.kemt.fei.tuke.sk/students/2021/artur_hyrenko"", ""https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Artur Hyrenko"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Rostyslav Rodzhuk"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Artur Hyrenko"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:467""}, {""kind"": ""Document"", ""path"": ""pages/students/2021/artur_hyrenko/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2021/artur_hyrenko""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Rostyslav Rodzhuk"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:492""}, {""kind"": ""Document"", ""path"": ""pages/students/2023/rostyslav_rodzhuk/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-028,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.083458,,Over spoločné kľúčové slovo nlp pri osobách Denis Le Thanh a Ján Holp.,"[""Denis Le Thanh"", ""nlp"", ""Ján Holp""]","[""Denis Le Thanh"", ""nlp"", ""Ján Holp""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2016/jan_holp/README.md"", ""pages/students/2023/denis_le_thanh/README.md""]","[""pages/students/2016/jan_holp/README.md"", ""pages/students/2023/denis_le_thanh/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"", ""https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh""]","[""https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"", ""https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Denis Le Thanh"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Ján Holp"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Denis Le Thanh"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:488""}, {""kind"": ""Document"", ""path"": ""pages/students/2023/denis_le_thanh/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Ján Holp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:432""}, {""kind"": ""Document"", ""path"": ""pages/students/2016/jan_holp/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2016/jan_holp""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-029,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.082945,,Majú osoby Dávid Stromp a Ediz Morochovič spoločné kľúčové slovo nlp?,"[""Dávid Stromp"", ""nlp"", ""Ediz Morochovič""]","[""Dávid Stromp"", ""nlp"", ""Ediz Morochovič""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2016/ediz_morochovic/README.md"", ""pages/students/2019/david_stromp/README.md""]","[""pages/students/2016/ediz_morochovic/README.md"", ""pages/students/2019/david_stromp/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic"", ""https://zp.kemt.fei.tuke.sk/students/2019/david_stromp""]","[""https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic"", ""https://zp.kemt.fei.tuke.sk/students/2019/david_stromp"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Dávid Stromp"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Ediz Morochovič"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Dávid Stromp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:452""}, {""kind"": ""Document"", ""path"": ""pages/students/2019/david_stromp/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2019/david_stromp""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Ediz Morochovič"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:430""}, {""kind"": ""Document"", ""path"": ""pages/students/2016/ediz_morochovic/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-030,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.086299,,Pre osoby Kristián Sopkovič a Martin Wencel over rovnaké kľúčové slovo spacy.,"[""Kristián Sopkovič"", ""spacy"", ""Martin Wencel""]","[""Kristián Sopkovič"", ""spacy"", ""Martin Wencel""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2018/martin_wencel/README.md"", ""pages/students/2019/kristian_sopkovic/README.md""]","[""pages/students/2018/martin_wencel/README.md"", ""pages/students/2019/kristian_sopkovic/README.md"", ""pages/topics/spacy/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel"", ""https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic""]","[""https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel"", ""https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic"", ""https://zp.kemt.fei.tuke.sk/topics/spacy""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Kristián Sopkovič"", ""keyword"": ""spacy""}, ""matched"": true}, {""binding"": {""person"": ""Martin Wencel"", ""keyword"": ""spacy""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Kristián Sopkovič"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:455""}, {""kind"": ""Document"", ""path"": ""pages/students/2019/kristian_sopkovic/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic""}, {""kind"": ""Keyword"", ""name"": ""Spacy"", ""id"": ""spacy"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:259""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Martin Wencel"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:446""}, {""kind"": ""Document"", ""path"": ""pages/students/2018/martin_wencel/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel""}, {""kind"": ""Keyword"", ""name"": ""Spacy"", ""id"": ""spacy"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:259""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-031,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.070873,,Over spoločné kľúčové slovo nlp pri osobách Jakub Schwarc a Ján Holp.,"[""Jakub Schwarc"", ""nlp"", ""Ján Holp""]","[""Jakub Schwarc"", ""nlp"", ""Ján Holp""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2016/jan_holp/README.md"", ""pages/students/2022/jakub_schwarc/README.md""]","[""pages/students/2016/jan_holp/README.md"", ""pages/students/2022/jakub_schwarc/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"", ""https://zp.kemt.fei.tuke.sk/students/2022/jakub_schwarc""]","[""https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"", ""https://zp.kemt.fei.tuke.sk/students/2022/jakub_schwarc"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Jakub Schwarc"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Ján Holp"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Jakub Schwarc"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:478""}, {""kind"": ""Document"", ""path"": ""pages/students/2022/jakub_schwarc/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2022/jakub_schwarc""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Ján Holp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:432""}, {""kind"": ""Document"", ""path"": ""pages/students/2016/jan_holp/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2016/jan_holp""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-032,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.068096,,Majú osoby Dávid Stromp a Márk Fehér spoločné kľúčové slovo nlp?,"[""Dávid Stromp"", ""nlp"", ""Márk Fehér""]","[""Dávid Stromp"", ""nlp"", ""Márk Fehér""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2016/mark_feher/README.md"", ""pages/students/2019/david_stromp/README.md""]","[""pages/students/2016/mark_feher/README.md"", ""pages/students/2019/david_stromp/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/mark_feher"", ""https://zp.kemt.fei.tuke.sk/students/2019/david_stromp""]","[""https://zp.kemt.fei.tuke.sk/students/2016/mark_feher"", ""https://zp.kemt.fei.tuke.sk/students/2019/david_stromp"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Dávid Stromp"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Márk Fehér"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Dávid Stromp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:452""}, {""kind"": ""Document"", ""path"": ""pages/students/2019/david_stromp/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2019/david_stromp""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Márk Fehér"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:434""}, {""kind"": ""Document"", ""path"": ""pages/students/2016/mark_feher/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2016/mark_feher""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-033,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.092416,,Pre osoby Stanislav Matsunych a Youssef Ressaissi over rovnaké kľúčové slovo nlp.,"[""Stanislav Matsunych"", ""nlp"", ""Youssef Ressaissi""]","[""Stanislav Matsunych"", ""nlp"", ""Youssef Ressaissi""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/interns/yussef_ressaissi/README.md"", ""pages/students/2017/stanislav_matsunych/README.md""]","[""pages/interns/yussef_ressaissi/README.md"", ""pages/students/2017/stanislav_matsunych/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/interns/yussef_ressaissi"", ""https://zp.kemt.fei.tuke.sk/students/2017/stanislav_matsunych""]","[""https://zp.kemt.fei.tuke.sk/interns/yussef_ressaissi"", ""https://zp.kemt.fei.tuke.sk/students/2017/stanislav_matsunych"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Stanislav Matsunych"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Youssef Ressaissi"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Stanislav Matsunych"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:440""}, {""kind"": ""Document"", ""path"": ""pages/students/2017/stanislav_matsunych/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2017/stanislav_matsunych""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Youssef Ressaissi"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:427""}, {""kind"": ""Document"", ""path"": ""pages/interns/yussef_ressaissi/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/interns/yussef_ressaissi""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-034,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.079981,,Over spoločné kľúčové slovo nlp pri osobách Ján Malinovský a Lukáš Pokrývka.,"[""Ján Malinovský"", ""nlp"", ""Lukáš Pokrývka""]","[""Ján Malinovský"", ""nlp"", ""Lukáš Pokrývka""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2016/lukas_pokryvka/README.md"", ""pages/students/2022/jan_malinovsky/README.md""]","[""pages/students/2016/lukas_pokryvka/README.md"", ""pages/students/2016/lukas_pokryvka/timovy_projekt/README.md"", ""pages/students/2022/jan_malinovsky/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka"", ""https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky""]","[""https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka"", ""https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka/timovy_projekt"", ""https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Ján Malinovský"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Lukáš Pokrývka"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Ján Malinovský"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:479""}, {""kind"": ""Document"", ""path"": ""pages/students/2022/jan_malinovsky/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Lukáš Pokrývka"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:433""}, {""kind"": ""Document"", ""path"": ""pages/students/2016/lukas_pokryvka/timovy_projekt/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka/timovy_projekt""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-035,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.071201,,Majú osoby Ján Holp a Sevval Bulburu spoločné kľúčové slovo nlp?,"[""Ján Holp"", ""nlp"", ""Sevval Bulburu""]","[""Ján Holp"", ""nlp"", ""Sevval Bulburu""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/interns/sevval_bulburu/README.md"", ""pages/students/2016/jan_holp/README.md""]","[""pages/interns/sevval_bulburu/README.md"", ""pages/students/2016/jan_holp/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/interns/sevval_bulburu"", ""https://zp.kemt.fei.tuke.sk/students/2016/jan_holp""]","[""https://zp.kemt.fei.tuke.sk/interns/sevval_bulburu"", ""https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Ján Holp"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Sevval Bulburu"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Ján Holp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:432""}, {""kind"": ""Document"", ""path"": ""pages/students/2016/jan_holp/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2016/jan_holp""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Sevval Bulburu"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:426""}, {""kind"": ""Document"", ""path"": ""pages/interns/sevval_bulburu/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/interns/sevval_bulburu""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-036,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.072154,,Pre osoby Oleh Bilykh a Ondrej Megela over rovnaké kľúčové slovo qa.,"[""Oleh Bilykh"", ""qa"", ""Ondrej Megela""]","[""Oleh Bilykh"", ""qa"", ""Ondrej Megela""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2018/oleh_bilykh/README.md"", ""pages/students/2018/ondrej_megela/README.md""]","[""pages/students/2018/oleh_bilykh/README.md"", ""pages/students/2018/ondrej_megela/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh"", ""https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela""]","[""https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh"", ""https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Oleh Bilykh"", ""keyword"": ""qa""}, ""matched"": true}, {""binding"": {""person"": ""Ondrej Megela"", ""keyword"": ""qa""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Oleh Bilykh"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:447""}, {""kind"": ""Document"", ""path"": ""pages/students/2018/oleh_bilykh/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh""}, {""kind"": ""Keyword"", ""name"": ""QA"", ""id"": ""qa"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:864""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Ondrej Megela"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:448""}, {""kind"": ""Document"", ""path"": ""pages/students/2018/ondrej_megela/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela""}, {""kind"": ""Keyword"", ""name"": ""QA"", ""id"": ""qa"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:864""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-037,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.058494,,Over spoločné kľúčové slovo nlp pri osobách Andrii Pervashov a Oleh Bilykh.,"[""Andrii Pervashov"", ""nlp"", ""Oleh Bilykh""]","[""Andrii Pervashov"", ""nlp"", ""Oleh Bilykh""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2018/oleh_bilykh/README.md"", ""pages/students/2022/andrii_pervashov/README.md""]","[""pages/students/2018/oleh_bilykh/README.md"", ""pages/students/2022/andrii_pervashov/README.md"", ""pages/topics/nlp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh"", ""https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov""]","[""https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh"", ""https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov"", ""https://zp.kemt.fei.tuke.sk/topics/nlp""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Andrii Pervashov"", ""keyword"": ""nlp""}, ""matched"": true}, {""binding"": {""person"": ""Oleh Bilykh"", ""keyword"": ""nlp""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Andrii Pervashov"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:476""}, {""kind"": ""Document"", ""path"": ""pages/students/2022/andrii_pervashov/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Oleh Bilykh"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:447""}, {""kind"": ""Document"", ""path"": ""pages/students/2018/oleh_bilykh/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh""}, {""kind"": ""Keyword"", ""name"": ""NLP"", ""id"": ""nlp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:855""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-038,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.06008,,Majú osoby Tetiana Mohorian a Valerii Kutsenko spoločné kľúčové slovo rag?,"[""Tetiana Mohorian"", ""rag"", ""Valerii Kutsenko""]","[""Tetiana Mohorian"", ""rag"", ""Valerii Kutsenko""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2022/tetiana_mohorian/README.md"", ""pages/students/2022/valerii_kutsenko/README.md""]","[""pages/students/2022/tetiana_mohorian/README.md"", ""pages/students/2022/valerii_kutsenko/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian"", ""https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko""]","[""https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian"", ""https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Tetiana Mohorian"", ""keyword"": ""rag""}, ""matched"": true}, {""binding"": {""person"": ""Valerii Kutsenko"", ""keyword"": ""rag""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Tetiana Mohorian"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:484""}, {""kind"": ""Document"", ""path"": ""pages/students/2022/tetiana_mohorian/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian""}, {""kind"": ""Keyword"", ""name"": ""RAG"", ""id"": ""rag"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:255""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Valerii Kutsenko"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:485""}, {""kind"": ""Document"", ""path"": ""pages/students/2022/valerii_kutsenko/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko""}, {""kind"": ""Keyword"", ""name"": ""RAG"", ""id"": ""rag"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:255""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-039,dev,shared_keyword_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.062395,,Pre osoby Alina Vitko a Matej Kobyľan over rovnaké kľúčové slovo ir.,"[""Alina Vitko"", ""ir"", ""Matej Kobyľan""]","[""Alina Vitko"", ""ir"", ""Matej Kobyľan""]",[],"[""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2019/alina_vitko/README.md"", ""pages/students/2020/matej_kobylan/README.md""]","[""pages/students/2019/alina_vitko/README.md"", ""pages/students/2020/matej_kobylan/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko"", ""https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan""]","[""https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko"", ""https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan""]","[""shared_keyword""]","[""entity_resolution"", ""shared_keyword_constraints""]","[{""binding"": {""person"": ""Alina Vitko"", ""keyword"": ""ir""}, ""matched"": true}, {""binding"": {""person"": ""Matej Kobyľan"", ""keyword"": ""ir""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Alina Vitko"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:450""}, {""kind"": ""Document"", ""path"": ""pages/students/2019/alina_vitko/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko""}, {""kind"": ""Keyword"", ""name"": ""ir"", ""id"": ""ir"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:733""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Matej Kobyľan"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:463""}, {""kind"": ""Document"", ""path"": ""pages/students/2020/matej_kobylan/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan""}, {""kind"": ""Keyword"", ""name"": ""ir"", ""id"": ""ir"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:733""}]}]"
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+True,True,True,1.0,True,1.0,True,,,wide-041,dev,same_academic_year_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.067659,,Aké spoločné roky práce spájajú osoby Jakub Kristián Lukas a Martin Šarišský?,"[""Jakub Kristián Lukas"", ""2023"", ""Martin Šarišský""]","[""Jakub Kristián Lukas"", ""2023"", ""Martin Šarišský""]",[],"[""AUTHORED"", ""EVIDENCED_BY"", ""HAS_WORK""]","[""pages/students/2020/jakub_kristian_lukas/README.md"", ""pages/students/2021/martin_sarissky/README.md""]","[""pages/students/2020/jakub_kristian_lukas/README.md"", ""pages/students/2021/martin_sarissky/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2020/jakub_kristian_lukas"", ""https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky""]","[""https://zp.kemt.fei.tuke.sk/students/2020/jakub_kristian_lukas"", ""https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky""]","[""academic_year_comparison"", ""person_thesis"", ""person_work""]","[""entity_resolution"", ""graph_traversal"", ""thesis_constraints"", ""work_constraints""]","[{""binding"": {""person"": ""Jakub Kristián Lukas"", ""year"": 2023}, ""matched"": true}, {""binding"": {""person"": ""Martin Šarišský"", ""year"": 2023}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Academic"", ""Document""], ""relationships"": [""AUTHORED|HAS_WORK"", ""EVIDENCED_BY""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""start_year"": 2020, ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:461"", ""name"": ""Jakub Kristián Lukas"", ""source_document"": ""pages/students/2020/jakub_kristian_lukas/README.md"", ""id"": ""person:pages/students/2020/jakub_kristian_lukas/README.md""}, {""kind"": ""Thesis"", ""year"": 2023, ""heading"": ""Bakalárska práca 2023"", ""thesis_type_label"": ""Bakalárska práca"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:317"", ""title"": ""Systém pre rozpoznávanie nenávistnej reči v online diskusiách"", ""thesis_type"": ""bachelor_thesis"", ""name"": ""Systém pre rozpoznávanie nenávistnej reči v online diskusiách"", ""source_document"": ""pages/students/2020/jakub_kristian_lukas/README.md"", ""id"": ""thesis:pages/students/2020/jakub_kristian_lukas/README.md:bakalarska-praca-2023"", ""person"": ""Jakub Kristián Lukas"", ""document_path"": ""pages/students/2020/jakub_kristian_lukas/README.md""}, {""kind"": ""Document"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:1"", ""title"": ""Jakub Kristián Lukas"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2020/jakub_kristian_lukas"", ""path"": ""pages/students/2020/jakub_kristian_lukas/README.md"", ""name"": ""Jakub Kristián Lukas""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Academic"", ""Document""], ""relationships"": [""AUTHORED|HAS_WORK"", ""EVIDENCED_BY""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""start_year"": 2021, ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:470"", ""name"": ""Martin Šarišský"", ""source_document"": ""pages/students/2021/martin_sarissky/README.md"", ""id"": ""person:pages/students/2021/martin_sarissky/README.md""}, {""kind"": ""Work"", ""year"": 2023, ""heading"": ""Vedecký projekt 2023"", ""work_type"": ""research_project"", ""work_type_label"": ""Výskumný projekt"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:413"", ""name"": ""Vedecký projekt 2023"", ""source_document"": ""pages/students/2021/martin_sarissky/README.md"", ""id"": ""work:pages/students/2021/martin_sarissky/README.md:vedecky-projekt-2023"", ""person"": ""Martin Šarišský"", ""document_path"": ""pages/students/2021/martin_sarissky/README.md""}, {""kind"": ""Document"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:573"", ""title"": ""Martin Šarišský"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky"", ""path"": ""pages/students/2021/martin_sarissky/README.md"", ""name"": ""Martin Šarišský""}]}]"
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+True,True,True,1.0,True,1.0,True,,,wide-087,dev,same_start_year_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.061376,,Porovnaj rovnaký rok začiatku štúdia osôb Dmytro Mural a Samuel Horáni.,"[""Dmytro Mural"", ""2019"", ""Samuel Horáni""]","[""Dmytro Mural"", ""2019"", ""Samuel Horáni""]",[],[],"[""pages/students/2019/dmytro_mural/README.md"", ""pages/students/2019/samuel_horani/README.md""]","[""pages/students/2019/dmytro_mural/README.md"", ""pages/students/2019/samuel_horani/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2019/dmytro_mural"", ""https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani""]","[""https://zp.kemt.fei.tuke.sk/students/2019/dmytro_mural"", ""https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani""]","[""person_start_year"", ""start_year_comparison""]","[""entity_resolution"", ""start_year_constraints""]","[{""binding"": {""person"": ""Dmytro Mural"", ""start_year"": 2019}, ""matched"": true}, {""binding"": {""person"": ""Samuel Horáni"", ""start_year"": 2019}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Dmytro Mural"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:453"", ""start_year"": 2019}, {""kind"": ""Document"", ""path"": ""pages/students/2019/dmytro_mural/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2019/dmytro_mural""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Samuel Horáni"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:458"", ""start_year"": 2019}, {""kind"": ""Document"", ""path"": ""pages/students/2019/samuel_horani/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-088,dev,same_start_year_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.052291,,Aký spoločný rok začiatku štúdia majú osoby Ján Holp a Maroš Harahus?,[],[],[],[],"[""pages/students/2016/jan_holp/README.md"", ""pages/students/2016/maros_harahus/README.md""]","[""pages/students/2016/jan_holp/README.md"", ""pages/students/2016/maros_harahus/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"", ""https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus""]","[""https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"", ""https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-089,dev,same_start_year_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.051953,,Aký spoločný rok začiatku štúdia majú osoby Dávid Kostilník a Vladyslav Krupko?,"[""Dávid Kostilník"", ""2020"", ""Vladyslav Krupko""]","[""Dávid Kostilník"", ""2020"", ""Vladyslav Krupko""]",[],[],"[""pages/students/2020/david_kostilnik/README.md"", ""pages/students/2020/vladyslav_krupko/README.md""]","[""pages/students/2020/david_kostilnik/README.md"", ""pages/students/2020/vladyslav_krupko/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2020/david_kostilnik"", ""https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko""]","[""https://zp.kemt.fei.tuke.sk/students/2020/david_kostilnik"", ""https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko""]","[""person_start_year"", ""start_year_comparison""]","[""entity_resolution"", ""start_year_constraints""]","[{""binding"": {""person"": ""Dávid Kostilník"", ""start_year"": 2020}, ""matched"": true}, {""binding"": {""person"": ""Vladyslav Krupko"", ""start_year"": 2020}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Dávid Kostilník"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:459"", ""start_year"": 2020}, {""kind"": ""Document"", ""path"": ""pages/students/2020/david_kostilnik/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2020/david_kostilnik""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Vladyslav Krupko"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:466"", ""start_year"": 2020}, {""kind"": ""Document"", ""path"": ""pages/students/2020/vladyslav_krupko/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2020/vladyslav_krupko""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-090,dev,same_start_year_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.053044,,Porovnaj rovnaký rok začiatku štúdia osôb Martin Jancura a Stanislav Matsunych.,[],[],[],[],"[""pages/students/2017/martin_jancura/README.md"", ""pages/students/2017/stanislav_matsunych/README.md""]","[""pages/students/2017/martin_jancura/README.md"", ""pages/students/2017/stanislav_matsunych/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura"", ""https://zp.kemt.fei.tuke.sk/students/2017/stanislav_matsunych""]","[""https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura"", ""https://zp.kemt.fei.tuke.sk/students/2017/stanislav_matsunych""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-091,dev,same_start_year_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.054009,,Aký spoločný rok začiatku štúdia majú osoby Matej Novotný a Nikita Bodnar?,"[""Matej Novotný"", ""2021"", ""Nikita Bodnar""]","[""Matej Novotný"", ""2021"", ""Nikita Bodnar""]",[],[],"[""pages/students/2021/matej_novotny/README.md"", ""pages/students/2021/nikita_bodnar/README.md""]","[""pages/students/2021/matej_novotny/README.md"", ""pages/students/2021/nikita_bodnar/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny"", ""https://zp.kemt.fei.tuke.sk/students/2021/nikita_bodnar""]","[""https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny"", ""https://zp.kemt.fei.tuke.sk/students/2021/nikita_bodnar""]","[""person_start_year"", ""start_year_comparison""]","[""entity_resolution"", ""start_year_constraints""]","[{""binding"": {""person"": ""Matej Novotný"", ""start_year"": 2021}, ""matched"": true}, {""binding"": {""person"": ""Nikita Bodnar"", ""start_year"": 2021}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Matej Novotný"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:471"", ""start_year"": 2021}, {""kind"": ""Document"", ""path"": ""pages/students/2021/matej_novotny/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Nikita Bodnar"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:473"", ""start_year"": 2021}, {""kind"": ""Document"", ""path"": ""pages/students/2021/nikita_bodnar/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2021/nikita_bodnar""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-092,dev,same_start_year_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.052926,,Aký spoločný rok začiatku štúdia majú osoby Dávid Omasta a Martin Wencel?,"[""Dávid Omasta"", ""2018"", ""Martin Wencel""]","[""Dávid Omasta"", ""2018"", ""Martin Wencel""]",[],[],"[""pages/students/2018/david_omasta/README.md"", ""pages/students/2018/martin_wencel/README.md""]","[""pages/students/2018/david_omasta/README.md"", ""pages/students/2018/martin_wencel/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2018/david_omasta"", ""https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel""]","[""https://zp.kemt.fei.tuke.sk/students/2018/david_omasta"", ""https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel""]","[""person_start_year"", ""start_year_comparison""]","[""entity_resolution"", ""start_year_constraints""]","[{""binding"": {""person"": ""Dávid Omasta"", ""start_year"": 2018}, ""matched"": true}, {""binding"": {""person"": ""Martin Wencel"", ""start_year"": 2018}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Dávid Omasta"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:445"", ""start_year"": 2018}, {""kind"": ""Document"", ""path"": ""pages/students/2018/david_omasta/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2018/david_omasta""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Martin Wencel"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:446"", ""start_year"": 2018}, {""kind"": ""Document"", ""path"": ""pages/students/2018/martin_wencel/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-093,dev,same_start_year_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.056449,,Porovnaj rovnaký rok začiatku štúdia osôb Samuel Vasiľ a Valerii Kutsenko.,"[""Samuel Vasiľ"", ""2022"", ""Valerii Kutsenko""]","[""Samuel Vasiľ"", ""2022"", ""Valerii Kutsenko""]",[],[],"[""pages/students/2022/samuel_vasil/README.md"", ""pages/students/2022/valerii_kutsenko/README.md""]","[""pages/students/2022/samuel_vasil/README.md"", ""pages/students/2022/valerii_kutsenko/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil"", ""https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko""]","[""https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil"", ""https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko""]","[""person_start_year"", ""start_year_comparison""]","[""entity_resolution"", ""start_year_constraints""]","[{""binding"": {""person"": ""Samuel Vasiľ"", ""start_year"": 2022}, ""matched"": true}, {""binding"": {""person"": ""Valerii Kutsenko"", ""start_year"": 2022}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Samuel Vasiľ"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:482"", ""start_year"": 2022}, {""kind"": ""Document"", ""path"": ""pages/students/2022/samuel_vasil/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2022/samuel_vasil""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Valerii Kutsenko"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:485"", ""start_year"": 2022}, {""kind"": ""Document"", ""path"": ""pages/students/2022/valerii_kutsenko/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-094,dev,same_start_year_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.055098,,Aký spoločný rok začiatku štúdia majú osoby Dmytro Mural a Kristián Sopkovič?,"[""Dmytro Mural"", ""2019"", ""Kristián Sopkovič""]","[""Dmytro Mural"", ""2019"", ""Kristián Sopkovič""]",[],[],"[""pages/students/2019/dmytro_mural/README.md"", ""pages/students/2019/kristian_sopkovic/README.md""]","[""pages/students/2019/dmytro_mural/README.md"", ""pages/students/2019/kristian_sopkovic/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2019/dmytro_mural"", ""https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic""]","[""https://zp.kemt.fei.tuke.sk/students/2019/dmytro_mural"", ""https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic""]","[""person_start_year"", ""start_year_comparison""]","[""entity_resolution"", ""start_year_constraints""]","[{""binding"": {""person"": ""Dmytro Mural"", ""start_year"": 2019}, ""matched"": true}, {""binding"": {""person"": ""Kristián Sopkovič"", ""start_year"": 2019}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Dmytro Mural"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:453"", ""start_year"": 2019}, {""kind"": ""Document"", ""path"": ""pages/students/2019/dmytro_mural/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2019/dmytro_mural""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Kristián Sopkovič"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:455"", ""start_year"": 2019}, {""kind"": ""Document"", ""path"": ""pages/students/2019/kristian_sopkovic/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2019/kristian_sopkovic""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-095,dev,same_start_year_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.051925,,Aký spoločný rok začiatku štúdia majú osoby Oleksandr Dorybohov a Samuel Džurina?,"[""Oleksandr Dorybohov"", ""2023"", ""Samuel Džurina""]","[""Oleksandr Dorybohov"", ""2023"", ""Samuel Džurina""]",[],[],"[""pages/students/2023/oleksandr_dorybohov/README.md"", ""pages/students/2023/samuel_dzurina/README.md""]","[""pages/students/2023/oleksandr_dorybohov/README.md"", ""pages/students/2023/samuel_dzurina/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov"", ""https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina""]","[""https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov"", ""https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina""]","[""person_start_year"", ""start_year_comparison""]","[""entity_resolution"", ""start_year_constraints""]","[{""binding"": {""person"": ""Oleksandr Dorybohov"", ""start_year"": 2023}, ""matched"": true}, {""binding"": {""person"": ""Samuel Džurina"", ""start_year"": 2023}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Oleksandr Dorybohov"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:490"", ""start_year"": 2023}, {""kind"": ""Document"", ""path"": ""pages/students/2023/oleksandr_dorybohov/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2023/oleksandr_dorybohov""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Samuel Džurina"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:493"", ""start_year"": 2023}, {""kind"": ""Document"", ""path"": ""pages/students/2023/samuel_dzurina/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-096,dev,same_start_year_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.059483,,Porovnaj rovnaký rok začiatku štúdia osôb Michal Stromko a Patrik Pokrivčák.,"[""Michal Stromko"", ""2019"", ""Patrik Pokrivčák""]","[""Michal Stromko"", ""2019"", ""Patrik Pokrivčák""]",[],[],"[""pages/students/2019/michal_stromko/README.md"", ""pages/students/2019/patrik_pokrivcak/README.md""]","[""pages/students/2019/michal_stromko/README.md"", ""pages/students/2019/patrik_pokrivcak/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"", ""https://zp.kemt.fei.tuke.sk/students/2019/patrik_pokrivcak""]","[""https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"", ""https://zp.kemt.fei.tuke.sk/students/2019/patrik_pokrivcak""]","[""person_start_year"", ""start_year_comparison""]","[""entity_resolution"", ""start_year_constraints""]","[{""binding"": {""person"": ""Michal Stromko"", ""start_year"": 2019}, ""matched"": true}, {""binding"": {""person"": ""Patrik Pokrivčák"", ""start_year"": 2019}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Michal Stromko"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:456"", ""start_year"": 2019}, {""kind"": ""Document"", ""path"": ""pages/students/2019/michal_stromko/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Patrik Pokrivčák"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:457"", ""start_year"": 2019}, {""kind"": ""Document"", ""path"": ""pages/students/2019/patrik_pokrivcak/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2019/patrik_pokrivcak""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-097,dev,same_start_year_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.05382,,Aký spoločný rok začiatku štúdia majú osoby Martin Šarišský a Matej Ščišľak?,"[""Martin Šarišský"", ""2021"", ""Matej Ščišľak""]","[""Martin Šarišský"", ""2021"", ""Matej Ščišľak""]",[],[],"[""pages/students/2021/martin_sarissky/README.md"", ""pages/students/2021/matej_scislak/README.md""]","[""pages/students/2021/martin_sarissky/README.md"", ""pages/students/2021/matej_scislak/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky"", ""https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak""]","[""https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky"", ""https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak""]","[""person_start_year"", ""start_year_comparison""]","[""entity_resolution"", ""start_year_constraints""]","[{""binding"": {""person"": ""Martin Šarišský"", ""start_year"": 2021}, ""matched"": true}, {""binding"": {""person"": ""Matej Ščišľak"", ""start_year"": 2021}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Martin Šarišský"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:470"", ""start_year"": 2021}, {""kind"": ""Document"", ""path"": ""pages/students/2021/martin_sarissky/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Matej Ščišľak"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:472"", ""start_year"": 2021}, {""kind"": ""Document"", ""path"": ""pages/students/2021/matej_scislak/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-098,dev,same_start_year_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.056979,,Aký spoločný rok začiatku štúdia majú osoby Matej Kobyľan a Pavol Hudák?,"[""Matej Kobyľan"", ""2020"", ""Pavol Hudák""]","[""Matej Kobyľan"", ""2020"", ""Pavol Hudák""]",[],[],"[""pages/students/2020/matej_kobylan/README.md"", ""pages/students/2020/pavol_hudak/README.md""]","[""pages/students/2020/matej_kobylan/README.md"", ""pages/students/2020/pavol_hudak/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan"", ""https://zp.kemt.fei.tuke.sk/students/2020/pavol_hudak""]","[""https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan"", ""https://zp.kemt.fei.tuke.sk/students/2020/pavol_hudak""]","[""person_start_year"", ""start_year_comparison""]","[""entity_resolution"", ""start_year_constraints""]","[{""binding"": {""person"": ""Matej Kobyľan"", ""start_year"": 2020}, ""matched"": true}, {""binding"": {""person"": ""Pavol Hudák"", ""start_year"": 2020}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Matej Kobyľan"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:463"", ""start_year"": 2020}, {""kind"": ""Document"", ""path"": ""pages/students/2020/matej_kobylan/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Pavol Hudák"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:465"", ""start_year"": 2020}, {""kind"": ""Document"", ""path"": ""pages/students/2020/pavol_hudak/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2020/pavol_hudak""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-099,dev,same_start_year_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.052831,,Porovnaj rovnaký rok začiatku štúdia osôb Alina Vitko a Dávid Stromp.,"[""Alina Vitko"", ""2019"", ""Dávid Stromp""]","[""Alina Vitko"", ""2019"", ""Dávid Stromp""]",[],[],"[""pages/students/2019/alina_vitko/README.md"", ""pages/students/2019/david_stromp/README.md""]","[""pages/students/2019/alina_vitko/README.md"", ""pages/students/2019/david_stromp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko"", ""https://zp.kemt.fei.tuke.sk/students/2019/david_stromp""]","[""https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko"", ""https://zp.kemt.fei.tuke.sk/students/2019/david_stromp""]","[""person_start_year"", ""start_year_comparison""]","[""entity_resolution"", ""start_year_constraints""]","[{""binding"": {""person"": ""Alina Vitko"", ""start_year"": 2019}, ""matched"": true}, {""binding"": {""person"": ""Dávid Stromp"", ""start_year"": 2019}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Alina Vitko"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:450"", ""start_year"": 2019}, {""kind"": ""Document"", ""path"": ""pages/students/2019/alina_vitko/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Dávid Stromp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:452"", ""start_year"": 2019}, {""kind"": ""Document"", ""path"": ""pages/students/2019/david_stromp/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2019/david_stromp""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-100,dev,same_start_year_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.054961,,Aký spoločný rok začiatku štúdia majú osoby Ronald Zalacko a Simona Bobrovčanová?,"[""Ronald Zalacko"", ""2023"", ""Simona Bobrovčanová""]","[""Ronald Zalacko"", ""2023"", ""Simona Bobrovčanová""]",[],[],"[""pages/students/2023/ronald_zalacko/README.md"", ""pages/students/2023/simona_bobrovcanova/README.md""]","[""pages/students/2023/ronald_zalacko/README.md"", ""pages/students/2023/simona_bobrovcanova/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko"", ""https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova""]","[""https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko"", ""https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova""]","[""person_start_year"", ""start_year_comparison""]","[""entity_resolution"", ""start_year_constraints""]","[{""binding"": {""person"": ""Ronald Zalacko"", ""start_year"": 2023}, ""matched"": true}, {""binding"": {""person"": ""Simona Bobrovčanová"", ""start_year"": 2023}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Ronald Zalacko"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:491"", ""start_year"": 2023}, {""kind"": ""Document"", ""path"": ""pages/students/2023/ronald_zalacko/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2023/ronald_zalacko""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Simona Bobrovčanová"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:494"", ""start_year"": 2023}, {""kind"": ""Document"", ""path"": ""pages/students/2023/simona_bobrovcanova/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-101,dev,same_start_year_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.05635,,Aký spoločný rok začiatku štúdia majú osoby Jakub Schwarc a Valerii Kutsenko?,"[""Jakub Schwarc"", ""2022"", ""Valerii Kutsenko""]","[""Jakub Schwarc"", ""2022"", ""Valerii Kutsenko""]",[],[],"[""pages/students/2022/jakub_schwarc/README.md"", ""pages/students/2022/valerii_kutsenko/README.md""]","[""pages/students/2022/jakub_schwarc/README.md"", ""pages/students/2022/valerii_kutsenko/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2022/jakub_schwarc"", ""https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko""]","[""https://zp.kemt.fei.tuke.sk/students/2022/jakub_schwarc"", ""https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko""]","[""person_start_year"", ""start_year_comparison""]","[""entity_resolution"", ""start_year_constraints""]","[{""binding"": {""person"": ""Jakub Schwarc"", ""start_year"": 2022}, ""matched"": true}, {""binding"": {""person"": ""Valerii Kutsenko"", ""start_year"": 2022}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Jakub Schwarc"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:478"", ""start_year"": 2022}, {""kind"": ""Document"", ""path"": ""pages/students/2022/jakub_schwarc/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2022/jakub_schwarc""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Valerii Kutsenko"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:485"", ""start_year"": 2022}, {""kind"": ""Document"", ""path"": ""pages/students/2022/valerii_kutsenko/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2022/valerii_kutsenko""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-102,dev,same_start_year_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.052312,,Porovnaj rovnaký rok začiatku štúdia osôb Ján Malinovský a Tetiana Mohorian.,"[""Ján Malinovský"", ""2022"", ""Tetiana Mohorian""]","[""Ján Malinovský"", ""2022"", ""Tetiana Mohorian""]",[],[],"[""pages/students/2022/jan_malinovsky/README.md"", ""pages/students/2022/tetiana_mohorian/README.md""]","[""pages/students/2022/jan_malinovsky/README.md"", ""pages/students/2022/tetiana_mohorian/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"", ""https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian""]","[""https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"", ""https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian""]","[""person_start_year"", ""start_year_comparison""]","[""entity_resolution"", ""start_year_constraints""]","[{""binding"": {""person"": ""Ján Malinovský"", ""start_year"": 2022}, ""matched"": true}, {""binding"": {""person"": ""Tetiana Mohorian"", ""start_year"": 2022}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Ján Malinovský"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:479"", ""start_year"": 2022}, {""kind"": ""Document"", ""path"": ""pages/students/2022/jan_malinovsky/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Tetiana Mohorian"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:484"", ""start_year"": 2022}, {""kind"": ""Document"", ""path"": ""pages/students/2022/tetiana_mohorian/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-103,dev,same_start_year_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.057644,,Aký spoločný rok začiatku štúdia majú osoby Martin Šarišský a Vladimír Ferko?,"[""Martin Šarišský"", ""2021"", ""Vladimír Ferko""]","[""Martin Šarišský"", ""2021"", ""Vladimír Ferko""]",[],[],"[""pages/students/2021/martin_sarissky/README.md"", ""pages/students/2021/vladimir_ferko/README.md""]","[""pages/students/2021/martin_sarissky/README.md"", ""pages/students/2021/vladimir_ferko/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky"", ""https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko""]","[""https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky"", ""https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko""]","[""person_start_year"", ""start_year_comparison""]","[""entity_resolution"", ""start_year_constraints""]","[{""binding"": {""person"": ""Martin Šarišský"", ""start_year"": 2021}, ""matched"": true}, {""binding"": {""person"": ""Vladimír Ferko"", ""start_year"": 2021}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Martin Šarišský"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:470"", ""start_year"": 2021}, {""kind"": ""Document"", ""path"": ""pages/students/2021/martin_sarissky/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2021/martin_sarissky""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Vladimír Ferko"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:475"", ""start_year"": 2021}, {""kind"": ""Document"", ""path"": ""pages/students/2021/vladimir_ferko/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-104,dev,same_start_year_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.053458,,Aký spoločný rok začiatku štúdia majú osoby Adrián Remiáš a Martin NaN1?,"[""Adrián Remiáš"", ""2018"", ""Martin NaN1""]","[""Adrián Remiáš"", ""2018"", ""Martin NaN1""]",[],[],"[""pages/students/2018/NaN1name_buday/README.md"", ""pages/students/2018/adrian_remias/README.md""]","[""pages/students/2018/NaN1name_buday/README.md"", ""pages/students/2018/adrian_remias/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2018/NaN1name_buday"", ""https://zp.kemt.fei.tuke.sk/students/2018/adrian_remias""]","[""https://zp.kemt.fei.tuke.sk/students/2018/NaN1name_buday"", ""https://zp.kemt.fei.tuke.sk/students/2018/adrian_remias""]","[""person_start_year"", ""start_year_comparison""]","[""entity_resolution"", ""start_year_constraints""]","[{""binding"": {""person"": ""Adrián Remiáš"", ""start_year"": 2018}, ""matched"": true}, {""binding"": {""person"": ""Martin NaN1"", ""start_year"": 2018}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Adrián Remiáš"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:443"", ""start_year"": 2018}, {""kind"": ""Document"", ""path"": ""pages/students/2018/adrian_remias/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2018/adrian_remias""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Martin NaN1"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:442"", ""start_year"": 2018}, {""kind"": ""Document"", ""path"": ""pages/students/2018/NaN1name_buday/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2018/NaN1name_buday""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-105,dev,same_start_year_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.049,,Porovnaj rovnaký rok začiatku štúdia osôb Dominik Nagy a Maroš Harahus.,[],[],[],[],"[""pages/students/2016/dominik_nagy/README.md"", ""pages/students/2016/maros_harahus/README.md""]","[""pages/students/2016/dominik_nagy/README.md"", ""pages/students/2016/maros_harahus/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy"", ""https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus""]","[""https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy"", ""https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-106,dev,same_start_year_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.054958,,Aký spoločný rok začiatku štúdia majú osoby Kamil Tomčufčík a Matúš Suchanič?,"[""Kamil Tomčufčík"", ""2020"", ""Matúš Suchanič""]","[""Kamil Tomčufčík"", ""2020"", ""Matúš Suchanič""]",[],[],"[""pages/students/2020/kamil_tomcufcik/README.md"", ""pages/students/2020/matus_suchanic/README.md""]","[""pages/students/2020/kamil_tomcufcik/README.md"", ""pages/students/2020/matus_suchanic/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2020/kamil_tomcufcik"", ""https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic""]","[""https://zp.kemt.fei.tuke.sk/students/2020/kamil_tomcufcik"", ""https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic""]","[""person_start_year"", ""start_year_comparison""]","[""entity_resolution"", ""start_year_constraints""]","[{""binding"": {""person"": ""Kamil Tomčufčík"", ""start_year"": 2020}, ""matched"": true}, {""binding"": {""person"": ""Matúš Suchanič"", ""start_year"": 2020}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Kamil Tomčufčík"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:462"", ""start_year"": 2020}, {""kind"": ""Document"", ""path"": ""pages/students/2020/kamil_tomcufcik/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2020/kamil_tomcufcik""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Matúš Suchanič"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:464"", ""start_year"": 2020}, {""kind"": ""Document"", ""path"": ""pages/students/2020/matus_suchanic/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-107,dev,same_start_year_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.053637,,Aký spoločný rok začiatku štúdia majú osoby Dominik Nagy a Márk Fehér?,[],[],[],[],"[""pages/students/2016/dominik_nagy/README.md"", ""pages/students/2016/mark_feher/README.md""]","[""pages/students/2016/dominik_nagy/README.md"", ""pages/students/2016/mark_feher/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy"", ""https://zp.kemt.fei.tuke.sk/students/2016/mark_feher""]","[""https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy"", ""https://zp.kemt.fei.tuke.sk/students/2016/mark_feher""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-108,dev,same_start_year_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.054056,,Porovnaj rovnaký rok začiatku štúdia osôb Artur Hyrenko a Manohar Gowdru Shridhara.,"[""Artur Hyrenko"", ""2021"", ""Manohar Gowdru Shridhara""]","[""Artur Hyrenko"", ""2021"", ""Manohar Gowdru Shridhara""]",[],[],"[""pages/students/2021/artur_hyrenko/README.md"", ""pages/students/2021/manohar_gowdru_shridharu/README.md""]","[""pages/students/2021/artur_hyrenko/README.md"", ""pages/students/2021/manohar_gowdru_shridharu/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2021/artur_hyrenko"", ""https://zp.kemt.fei.tuke.sk/students/2021/manohar_gowdru_shridharu""]","[""https://zp.kemt.fei.tuke.sk/students/2021/artur_hyrenko"", ""https://zp.kemt.fei.tuke.sk/students/2021/manohar_gowdru_shridharu""]","[""person_start_year"", ""start_year_comparison""]","[""entity_resolution"", ""start_year_constraints""]","[{""binding"": {""person"": ""Artur Hyrenko"", ""start_year"": 2021}, ""matched"": true}, {""binding"": {""person"": ""Manohar Gowdru Shridhara"", ""start_year"": 2021}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Artur Hyrenko"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:467"", ""start_year"": 2021}, {""kind"": ""Document"", ""path"": ""pages/students/2021/artur_hyrenko/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2021/artur_hyrenko""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Manohar Gowdru Shridhara"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:469"", ""start_year"": 2021}, {""kind"": ""Document"", ""path"": ""pages/students/2021/manohar_gowdru_shridharu/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2021/manohar_gowdru_shridharu""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-109,dev,same_start_year_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.050381,,Aký spoločný rok začiatku štúdia majú osoby Adrián Remiáš a Dávid Iľaš?,"[""Adrián Remiáš"", ""2018"", ""Dávid Iľaš""]","[""Adrián Remiáš"", ""2018"", ""Dávid Iľaš""]",[],[],"[""pages/students/2018/adrian_remias/README.md"", ""pages/students/2018/david_ilas/README.md""]","[""pages/students/2018/adrian_remias/README.md"", ""pages/students/2018/david_ilas/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2018/adrian_remias"", ""https://zp.kemt.fei.tuke.sk/students/2018/david_ilas""]","[""https://zp.kemt.fei.tuke.sk/students/2018/adrian_remias"", ""https://zp.kemt.fei.tuke.sk/students/2018/david_ilas""]","[""person_start_year"", ""start_year_comparison""]","[""entity_resolution"", ""start_year_constraints""]","[{""binding"": {""person"": ""Adrián Remiáš"", ""start_year"": 2018}, ""matched"": true}, {""binding"": {""person"": ""Dávid Iľaš"", ""start_year"": 2018}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Adrián Remiáš"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:443"", ""start_year"": 2018}, {""kind"": ""Document"", ""path"": ""pages/students/2018/adrian_remias/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2018/adrian_remias""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Dávid Iľaš"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:444"", ""start_year"": 2018}, {""kind"": ""Document"", ""path"": ""pages/students/2018/david_ilas/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2018/david_ilas""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-110,dev,same_start_year_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.05122,,Aký spoločný rok začiatku štúdia majú osoby Filip Tomáš a Samuel Horáni?,"[""Filip Tomáš"", ""2019"", ""Samuel Horáni""]","[""Filip Tomáš"", ""2019"", ""Samuel Horáni""]",[],[],"[""pages/students/2019/filip_tomas/README.md"", ""pages/students/2019/samuel_horani/README.md""]","[""pages/students/2019/filip_tomas/README.md"", ""pages/students/2019/samuel_horani/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas"", ""https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani""]","[""https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas"", ""https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani""]","[""person_start_year"", ""start_year_comparison""]","[""entity_resolution"", ""start_year_constraints""]","[{""binding"": {""person"": ""Filip Tomáš"", ""start_year"": 2019}, ""matched"": true}, {""binding"": {""person"": ""Samuel Horáni"", ""start_year"": 2019}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Filip Tomáš"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:454"", ""start_year"": 2019}, {""kind"": ""Document"", ""path"": ""pages/students/2019/filip_tomas/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Samuel Horáni"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:458"", ""start_year"": 2019}, {""kind"": ""Document"", ""path"": ""pages/students/2019/samuel_horani/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-111,dev,same_start_year_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.048281,,Porovnaj rovnaký rok začiatku štúdia osôb Dominik Nagy a Tomáš Kuchárik.,[],[],[],[],"[""pages/students/2016/dominik_nagy/README.md"", ""pages/students/2016/tomas_kucharik/README.md""]","[""pages/students/2016/dominik_nagy/README.md"", ""pages/students/2016/tomas_kucharik/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy"", ""https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik""]","[""https://zp.kemt.fei.tuke.sk/students/2016/dominik_nagy"", ""https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-112,dev,same_start_year_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.051637,,Aký spoločný rok začiatku štúdia majú osoby Jakub Maruniak a Tomáš Kuchárik?,[],[],[],[],"[""pages/students/2016/jakub_maruniak/README.md"", ""pages/students/2016/tomas_kucharik/README.md""]","[""pages/students/2016/jakub_maruniak/README.md"", ""pages/students/2016/tomas_kucharik/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak"", ""https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik""]","[""https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak"", ""https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik""]",[],"[""entity_resolution""]",[],[]
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+True,True,True,1.0,True,1.0,True,,,wide-114,dev,person_title_year,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.068312,,Uveď názov práce osoby Yevhenii Leonov a rok práce pre rok 2024.,"[""Yevhenii Leonov"", ""RAG: Generovanie jazyka s pomocou vyhľadávania -Retrieval augmented generation"", ""2024""]","[""Yevhenii Leonov"", ""RAG: Generovanie jazyka s pomocou vyhľadávania -Retrieval augmented generation"", ""2024""]",[],"[""EVIDENCED_BY"", ""HAS_WORK""]","[""pages/students/2022/yevhenii_leonov/README.md""]","[""pages/students/2022/yevhenii_leonov/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov""]","[""https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov""]","[""person_work""]","[""entity_resolution"", ""graph_traversal"", ""work_constraints""]","[{""binding"": {""person"": ""Yevhenii Leonov"", ""academic_kind"": ""Work"", ""academic_type"": ""research_project"", ""year"": 2024, ""title"": ""RAG: Generovanie jazyka s pomocou vyhľadávania -Retrieval augmented generation""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Work"", ""Document""], ""relationships"": [""HAS_WORK"", ""EVIDENCED_BY""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""start_year"": 2022, ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:487"", ""name"": ""Yevhenii Leonov"", ""source_document"": ""pages/students/2022/yevhenii_leonov/README.md"", ""id"": ""person:pages/students/2022/yevhenii_leonov/README.md""}, {""kind"": ""Work"", ""year"": 2024, ""heading"": ""Vedecký projekt  2024"", ""work_type"": ""research_project"", ""work_type_label"": ""Výskumný projekt"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:419"", ""title"": ""RAG: Generovanie jazyka s pomocou vyhľadávania -Retrieval augmented generation"", ""name"": ""RAG: Generovanie jazyka s pomocou vyhľadávania -Retrieval augmented generation"", ""source_document"": ""pages/students/2022/yevhenii_leonov/README.md"", ""id"": ""work:pages/students/2022/yevhenii_leonov/README.md:vedecky-projekt-2024"", ""person"": ""Yevhenii Leonov"", ""document_path"": ""pages/students/2022/yevhenii_leonov/README.md""}, {""kind"": ""Document"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:25"", ""title"": ""Yevhenii Leonov"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov"", ""path"": ""pages/students/2022/yevhenii_leonov/README.md"", ""name"": ""Yevhenii Leonov""}]}]"
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+True,True,True,1.0,True,1.0,True,,,wide-117,dev,person_title_year,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.062858,,Uveď názov práce osoby Andrii Pervashov a rok práce pre rok 2027.,"[""Andrii Pervashov"", ""Prepis reči pre tvorbu štruktúrovaného zdravotného záznamu"", ""2027""]","[""Andrii Pervashov"", ""Prepis reči pre tvorbu štruktúrovaného zdravotného záznamu"", ""2027""]",[],"[""AUTHORED"", ""EVIDENCED_BY""]","[""pages/students/2022/andrii_pervashov/README.md""]","[""pages/students/2022/andrii_pervashov/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov""]","[""https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov""]","[""person_thesis""]","[""entity_resolution"", ""graph_traversal"", ""thesis_constraints""]","[{""binding"": {""person"": ""Andrii Pervashov"", ""academic_kind"": ""Thesis"", ""academic_type"": ""diploma_thesis"", ""year"": 2027, ""title"": ""Prepis reči pre tvorbu štruktúrovaného zdravotného záznamu""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Thesis"", ""Document""], ""relationships"": [""AUTHORED"", ""EVIDENCED_BY""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""start_year"": 2022, ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:476"", ""name"": ""Andrii Pervashov"", ""source_document"": ""pages/students/2022/andrii_pervashov/README.md"", ""id"": ""person:pages/students/2022/andrii_pervashov/README.md""}, {""kind"": ""Thesis"", ""year"": 2027, ""heading"": ""Diplomová práca 2027"", ""thesis_type_label"": ""Diplomová práca"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:337"", ""title"": ""Prepis reči pre tvorbu štruktúrovaného zdravotného záznamu"", ""thesis_type"": ""diploma_thesis"", ""name"": ""Prepis reči pre tvorbu štruktúrovaného zdravotného záznamu"", ""source_document"": ""pages/students/2022/andrii_pervashov/README.md"", ""id"": ""thesis:pages/students/2022/andrii_pervashov/README.md:diplomova-praca-2027"", ""person"": ""Andrii Pervashov"", ""document_path"": ""pages/students/2022/andrii_pervashov/README.md""}, {""kind"": ""Document"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:6"", ""title"": ""Andrii Pervashov"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2022/andrii_pervashov"", ""path"": ""pages/students/2022/andrii_pervashov/README.md"", ""name"": ""Andrii Pervashov""}]}]"
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+True,True,True,1.0,True,1.0,True,,,wide-190,dev,document_author_category_multi_hop,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.105975,,"Kto je autor dokumentu osoby Oleh Bilykh, ktorý patrí do kategórie bp2021?","[""Oleh Bilykh"", ""bp2021"", ""Daniel Hladek""]","[""Oleh Bilykh"", ""bp2021"", ""Daniel Hladek""]",[],"[""AUTHORED_DOCUMENT"", ""HAS_DOCUMENT"", ""IN_CATEGORY""]","[""pages/students/2018/oleh_bilykh/README.md""]","[""pages/students/2018/oleh_bilykh/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh""]","[""https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh""]","[""person_category"", ""person_document_author""]","[""entity_resolution"", ""person_category_constraints"", ""person_document_author_constraints""]","[{""binding"": {""person"": ""Oleh Bilykh"", ""category"": ""bp2021"", ""document_author"": ""Daniel Hladek"", ""document_path"": ""pages/students/2018/oleh_bilykh/README.md"", ""same_document"": true}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Category""], ""relationships"": [""HAS_DOCUMENT"", ""IN_CATEGORY""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Oleh Bilykh"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:447""}, {""kind"": ""Document"", ""path"": ""pages/students/2018/oleh_bilykh/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh""}, {""kind"": ""Category"", ""name"": ""bp2021"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:588""}]}, {""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""DocumentAuthor""], ""relationships"": [""HAS_DOCUMENT"", ""AUTHORED_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Oleh Bilykh"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:447""}, {""kind"": ""Document"", ""path"": ""pages/students/2018/oleh_bilykh/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh""}, {""kind"": ""DocumentAuthor"", ""name"": ""Daniel Hladek"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:497""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-191,dev,document_author_category_multi_hop,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.10659,,Ktorý autor dokumentu je pri osobe Ján Holp spojený s kategóriou tp2020?,"[""Ján Holp"", ""tp2020""]","[""Ján Holp"", ""tp2020""]",[],"[""AUTHORED_DOCUMENT"", ""HAS_DOCUMENT"", ""IN_CATEGORY""]","[""pages/students/2016/jan_holp/README.md""]","[""pages/students/2016/jan_holp/README.md"", ""pages/students/2016/jan_holp/timovy_projekt/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/jan_holp""]","[""https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"", ""https://zp.kemt.fei.tuke.sk/students/2016/jan_holp/timovy_projekt""]","[""person_category"", ""person_document_author""]","[""entity_resolution"", ""person_category_constraints"", ""person_document_author_constraints""]","[{""binding"": {""person"": ""Ján Holp"", ""category"": ""tp2020"", ""document_author"": ""Ján Holp"", ""document_path"": ""pages/students/2016/jan_holp/timovy_projekt/README.md"", ""same_document"": true}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Category""], ""relationships"": [""HAS_DOCUMENT"", ""IN_CATEGORY""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Ján Holp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:432""}, {""kind"": ""Document"", ""path"": ""pages/students/2016/jan_holp/timovy_projekt/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2016/jan_holp/timovy_projekt""}, {""kind"": ""Category"", ""name"": ""tp2020"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:606""}]}, {""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""DocumentAuthor""], ""relationships"": [""HAS_DOCUMENT"", ""AUTHORED_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Ján Holp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:432""}, {""kind"": ""Document"", ""path"": ""pages/students/2016/jan_holp/timovy_projekt/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2016/jan_holp/timovy_projekt""}, {""kind"": ""DocumentAuthor"", ""name"": ""Ján Holp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:501""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-192,dev,document_author_category_multi_hop,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.098055,,Ktorý autor dokumentu je pri osobe Oleksandr Hryshchenko spojený s kategóriou dp2026?,"[""Oleksandr Hryshchenko"", ""dp2026"", ""Daniel Hladek""]","[""Oleksandr Hryshchenko"", ""dp2026"", ""Daniel Hladek""]",[],"[""AUTHORED_DOCUMENT"", ""HAS_DOCUMENT"", ""IN_CATEGORY""]","[""pages/students/2021/oleksandr_hryshchenko/README.md""]","[""pages/students/2021/oleksandr_hryshchenko/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2021/oleksandr_hryshchenko""]","[""https://zp.kemt.fei.tuke.sk/students/2021/oleksandr_hryshchenko""]","[""person_category"", ""person_document_author""]","[""entity_resolution"", ""person_category_constraints"", ""person_document_author_constraints""]","[{""binding"": {""person"": ""Oleksandr Hryshchenko"", ""category"": ""dp2026"", ""document_author"": ""Daniel Hladek"", ""document_path"": ""pages/students/2021/oleksandr_hryshchenko/README.md"", ""same_document"": true}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Category""], ""relationships"": [""HAS_DOCUMENT"", ""IN_CATEGORY""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Oleksandr Hryshchenko"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:474""}, {""kind"": ""Document"", ""path"": ""pages/students/2021/oleksandr_hryshchenko/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2021/oleksandr_hryshchenko""}, {""kind"": ""Category"", ""name"": ""dp2026"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:599""}]}, {""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""DocumentAuthor""], ""relationships"": [""HAS_DOCUMENT"", ""AUTHORED_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Oleksandr Hryshchenko"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:474""}, {""kind"": ""Document"", ""path"": ""pages/students/2021/oleksandr_hryshchenko/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2021/oleksandr_hryshchenko""}, {""kind"": ""DocumentAuthor"", ""name"": ""Daniel Hladek"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:497""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-193,dev,person_multiple_categories,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.076234,,Vypíš všetky kategórie dokumentov osoby Matej Novotný.,"[""Matej Novotný"", ""dp2026""]","[""Matej Novotný"", ""dp2026""]",[],"[""HAS_DOCUMENT"", ""IN_CATEGORY""]","[""pages/students/2021/matej_novotny/README.md""]","[""pages/students/2021/matej_novotny/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny""]","[""https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny""]","[""person_category""]","[""entity_resolution"", ""person_category_constraints""]","[{""binding"": {""person"": ""Matej Novotný"", ""category"": ""dp2026""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Category""], ""relationships"": [""HAS_DOCUMENT"", ""IN_CATEGORY""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Matej Novotný"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:471""}, {""kind"": ""Document"", ""path"": ""pages/students/2021/matej_novotny/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny""}, {""kind"": ""Category"", ""name"": ""dp2026"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:599""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-194,dev,person_multiple_categories,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.076857,,Aké všetky kategórie majú dokumenty osoby Tetiana Mohorian?,"[""Tetiana Mohorian"", ""bp2025""]","[""Tetiana Mohorian"", ""bp2025""]",[],"[""HAS_DOCUMENT"", ""IN_CATEGORY""]","[""pages/students/2022/tetiana_mohorian/README.md""]","[""pages/students/2022/tetiana_mohorian/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian""]","[""https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian""]","[""person_category""]","[""entity_resolution"", ""person_category_constraints""]","[{""binding"": {""person"": ""Tetiana Mohorian"", ""category"": ""bp2025""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Category""], ""relationships"": [""HAS_DOCUMENT"", ""IN_CATEGORY""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Tetiana Mohorian"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:484""}, {""kind"": ""Document"", ""path"": ""pages/students/2022/tetiana_mohorian/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2022/tetiana_mohorian""}, {""kind"": ""Category"", ""name"": ""bp2025"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:592""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-195,dev,person_multiple_categories,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.084022,,Aké všetky kategórie majú dokumenty osoby Samuel Džurina?,"[""Samuel Džurina"", ""bp2026""]","[""Samuel Džurina"", ""bp2026""]",[],"[""HAS_DOCUMENT"", ""IN_CATEGORY""]","[""pages/students/2023/samuel_dzurina/README.md""]","[""pages/students/2023/samuel_dzurina/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina""]","[""https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina""]","[""person_category""]","[""entity_resolution"", ""person_category_constraints""]","[{""binding"": {""person"": ""Samuel Džurina"", ""category"": ""bp2026""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Category""], ""relationships"": [""HAS_DOCUMENT"", ""IN_CATEGORY""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Samuel Džurina"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:493""}, {""kind"": ""Document"", ""path"": ""pages/students/2023/samuel_dzurina/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2023/samuel_dzurina""}, {""kind"": ""Category"", ""name"": ""bp2026"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:593""}]}]"
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+True,True,True,1.0,True,1.0,True,,,wide-288,dev,conjunctive_disambiguation,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.111958,,Ktorá z osôb Matej Ščišľak a Jakub Schwarc má kľúčové slovo rasa a jej práca je z roku 2026?,"[""Matej Ščišľak"", ""rasa"", ""2026""]","[""Matej Ščišľak"", ""rasa"", ""2026""]",[],"[""AUTHORED"", ""EVIDENCED_BY"", ""HAS_DOCUMENT"", ""HAS_KEYWORD""]","[""pages/students/2021/matej_scislak/README.md"", ""pages/students/2022/jakub_schwarc/README.md""]","[""pages/students/2021/matej_scislak/README.md"", ""pages/students/2022/jakub_schwarc/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"", ""https://zp.kemt.fei.tuke.sk/students/2022/jakub_schwarc""]","[""https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"", ""https://zp.kemt.fei.tuke.sk/students/2022/jakub_schwarc""]","[""person_keyword"", ""person_thesis""]","[""entity_resolution"", ""graph_traversal"", ""thesis_constraints"", ""person_keyword_constraints""]","[{""binding"": {""person"": ""Matej Ščišľak"", ""keyword"": ""rasa"", ""year"": 2026}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Academic"", ""Document""], ""relationships"": [""AUTHORED|HAS_WORK"", ""EVIDENCED_BY""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""start_year"": 2021, ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:472"", ""name"": ""Matej Ščišľak"", ""source_document"": ""pages/students/2021/matej_scislak/README.md"", ""id"": ""person:pages/students/2021/matej_scislak/README.md""}, {""kind"": ""Thesis"", ""year"": 2026, ""heading"": ""Diplomová práca 2026"", ""thesis_type_label"": ""Diplomová práca"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:331"", ""title"": ""Znalostné grafy pre zlepšenie vyhľadávania právnych informácií."", ""thesis_type"": ""diploma_thesis"", ""name"": ""Znalostné grafy pre zlepšenie vyhľadávania právnych informácií."", ""source_document"": ""pages/students/2021/matej_scislak/README.md"", ""id"": ""thesis:pages/students/2021/matej_scislak/README.md:diplomova-praca-2026"", ""person"": ""Matej Ščišľak"", ""document_path"": ""pages/students/2021/matej_scislak/README.md""}, {""kind"": ""Document"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:575"", ""title"": ""Matej Ščišľak"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"", ""path"": ""pages/students/2021/matej_scislak/README.md"", ""name"": ""Matej Ščišľak""}]}, {""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document"", ""Keyword""], ""relationships"": [""HAS_DOCUMENT"", ""HAS_KEYWORD""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""start_year"": 2021, ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:472"", ""name"": ""Matej Ščišľak"", ""source_document"": ""pages/students/2021/matej_scislak/README.md"", ""id"": ""person:pages/students/2021/matej_scislak/README.md""}, {""kind"": ""Document"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:575"", ""title"": ""Matej Ščišľak"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak"", ""path"": ""pages/students/2021/matej_scislak/README.md"", ""name"": ""Matej Ščišľak""}, {""kind"": ""Keyword"", ""name"": ""rasa"", ""id"": ""rasa"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:256""}]}]"
+True,True,True,1.0,True,1.0,True,,,wide-289,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.111473,,Aký názov práce má osoba Alina Vitko s kľúčovým slovom anaconda?,[],[],[],[],"[""pages/students/2019/alina_vitko/README.md""]","[""pages/students/2019/alina_vitko/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko""]","[""https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-290,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.104782,,Aký názov práce má osoba Dmytro Mural v roku 2018?,[],[],[],[],"[""pages/students/2019/dmytro_mural/README.md""]","[""pages/students/2019/dmytro_mural/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2019/dmytro_mural""]","[""https://zp.kemt.fei.tuke.sk/students/2019/dmytro_mural""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-291,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.123967,,Aký názov práce má osoba Dávid Iľaš s kľúčovým slovom cluster?,[],[],[],[],"[""pages/students/2018/david_ilas/README.md""]","[""pages/students/2018/david_ilas/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2018/david_ilas""]","[""https://zp.kemt.fei.tuke.sk/students/2018/david_ilas""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-292,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.107019,,Aký názov práce má osoba Martin NaN1 s kľúčovým slovom opennmt?,[],[],[],[],"[""pages/students/2018/NaN1name_buday/README.md""]","[""pages/students/2018/NaN1name_buday/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2018/NaN1name_buday""]","[""https://zp.kemt.fei.tuke.sk/students/2018/NaN1name_buday""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-293,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.117075,,Aký názov práce má osoba Stanislav Matsunych s kľúčovým slovom cassandra?,[],[],[],[],"[""pages/students/2017/stanislav_matsunych/README.md""]","[""pages/students/2017/stanislav_matsunych/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2017/stanislav_matsunych""]","[""https://zp.kemt.fei.tuke.sk/students/2017/stanislav_matsunych""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-294,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.128785,,Aký názov práce má osoba Rostyslav Rodzhuk s kľúčovým slovom translation?,[],[],[],[],"[""pages/students/2023/rostyslav_rodzhuk/README.md""]","[""pages/students/2023/rostyslav_rodzhuk/README.md"", ""pages/topics/translation/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk""]","[""https://zp.kemt.fei.tuke.sk/students/2023/rostyslav_rodzhuk"", ""https://zp.kemt.fei.tuke.sk/topics/translation""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-295,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.167314,,Aký názov práce má osoba Adrián Remiáš s kľúčovým slovom agent?,[],[],[],[],"[""pages/students/2018/adrian_remias/README.md""]","[""pages/students/2018/adrian_remias/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2018/adrian_remias""]","[""https://zp.kemt.fei.tuke.sk/students/2018/adrian_remias""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-296,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.103881,,Aký názov práce má osoba Oleh Poiasnik v roku 2018?,[],[],[],[],"[""pages/students/2022/oleh_poiasnik/README.md""]","[""pages/students/2022/oleh_poiasnik/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik""]","[""https://zp.kemt.fei.tuke.sk/students/2022/oleh_poiasnik""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-297,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.099979,,Aký názov práce má osoba Cesar Abascal Gutierrez s kľúčovým slovom chatbot?,[],[],[],[],"[""pages/interns/cesar_gutierrez/README.md""]","[""pages/interns/cesar_gutierrez/README.md"", ""pages/topics/chatbot/README.md""]","[""https://zp.kemt.fei.tuke.sk/interns/cesar_gutierrez""]","[""https://zp.kemt.fei.tuke.sk/interns/cesar_gutierrez"", ""https://zp.kemt.fei.tuke.sk/topics/chatbot""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-298,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.115082,,Aký názov práce má osoba Samuel Horáni s kľúčovým slovom agent?,[],[],[],[],"[""pages/students/2019/samuel_horani/README.md""]","[""pages/students/2019/samuel_horani/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani""]","[""https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-299,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.111517,,Aký názov práce má osoba Samuel Širotník v roku 2018?,[],[],[],[],"[""pages/students/2018/samuel_sirotnik/README.md""]","[""pages/students/2018/samuel_sirotnik/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik""]","[""https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-300,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.079756,,Aký názov práce má osoba Ján Pták v roku 2018?,[],[],[],[],"[""pages/students/2022/jan_ptak/README.md""]","[""pages/students/2022/jan_ptak/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak""]","[""https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-301,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.093666,,Aký názov práce má osoba Oleh Bilykh v roku 2018?,[],[],[],[],"[""pages/students/2018/oleh_bilykh/README.md""]","[""pages/students/2018/oleh_bilykh/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh""]","[""https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-302,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.101508,,Aký názov práce má osoba Sevval Bulburu s kľúčovým slovom annotation?,[],[],[],[],"[""pages/interns/sevval_bulburu/README.md""]","[""pages/interns/sevval_bulburu/README.md""]","[""https://zp.kemt.fei.tuke.sk/interns/sevval_bulburu""]","[""https://zp.kemt.fei.tuke.sk/interns/sevval_bulburu""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-303,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.093969,,Aký názov práce má osoba Ediz Morochovič s kľúčovým slovom gpu?,[],[],[],[],"[""pages/students/2016/ediz_morochovic/README.md""]","[""pages/students/2016/ediz_morochovic/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic""]","[""https://zp.kemt.fei.tuke.sk/students/2016/ediz_morochovic""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-304,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.081825,,Aký názov práce má osoba Daniil Huzenko v roku 2018?,[],[],[],[],"[""pages/students/2022/daniil_huzenko/README.md""]","[""pages/students/2022/daniil_huzenko/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko""]","[""https://zp.kemt.fei.tuke.sk/students/2022/daniil_huzenko""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-305,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.105182,,Aký názov práce má osoba Jakub Schwarc v roku 2018?,[],[],[],[],"[""pages/students/2022/jakub_schwarc/README.md""]","[""pages/students/2022/jakub_schwarc/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2022/jakub_schwarc""]","[""https://zp.kemt.fei.tuke.sk/students/2022/jakub_schwarc""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-306,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.096541,,Aký názov práce má osoba Youssef Ressaissi v roku 2018?,[],[],[],[],"[""pages/interns/yussef_ressaissi/README.md""]","[""pages/interns/yussef_ressaissi/README.md""]","[""https://zp.kemt.fei.tuke.sk/interns/yussef_ressaissi""]","[""https://zp.kemt.fei.tuke.sk/interns/yussef_ressaissi""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-307,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.089749,,Aký názov práce má osoba Maksym Zatirka v roku 2018?,[],[],[],[],"[""pages/students/2023/maksym_zatirka/README.md""]","[""pages/students/2023/maksym_zatirka/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka""]","[""https://zp.kemt.fei.tuke.sk/students/2023/maksym_zatirka""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-308,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.099541,,Aký názov práce má osoba Patrik Pavlišin s kľúčovým slovom spacy?,[],[],[],[],"[""pages/students/2016/patrik_pavlisin/README.md""]","[""pages/students/2016/patrik_pavlisin/README.md"", ""pages/topics/spacy/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin""]","[""https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin"", ""https://zp.kemt.fei.tuke.sk/topics/spacy""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-309,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.079504,,Aký názov práce má osoba Tomáš Kuchárik v roku 2018?,[],[],[],[],"[""pages/students/2016/tomas_kucharik/README.md""]","[""pages/students/2016/tomas_kucharik/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik""]","[""https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-310,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.077851,,Aký názov práce má osoba Sevval Bulburu v roku 2018?,[],[],[],[],"[""pages/interns/sevval_bulburu/README.md""]","[""pages/interns/sevval_bulburu/README.md""]","[""https://zp.kemt.fei.tuke.sk/interns/sevval_bulburu""]","[""https://zp.kemt.fei.tuke.sk/interns/sevval_bulburu""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-311,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.079106,,Aký názov práce má osoba Eduard Matovka v roku 2018?,[],[],[],[],"[""pages/students/2021/eduard_matovka/README.md""]","[""pages/students/2021/eduard_matovka/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka""]","[""https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-312,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.060528,,Aký názov práce má osoba Lucia Chýbajúca Vzorová?,[],[],[],[],[],[],[],[],[],[],[],[]
+True,True,True,1.0,True,1.0,True,,,wide-313,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.074156,,Aký názov práce má osoba Serhii Yemets v roku 2018?,[],[],[],[],"[""pages/students/2022/serhii_yemets/README.md""]","[""pages/students/2022/serhii_yemets/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2022/serhii_yemets""]","[""https://zp.kemt.fei.tuke.sk/students/2022/serhii_yemets""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-314,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.053375,,Aký názov práce má osoba Jozef Neznámy Overovací?,[],[],[],[],[],[],[],[],[],[],[],[]
+True,True,True,1.0,True,1.0,True,,,wide-315,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.085848,,Aký názov práce má osoba Vladimír Ferko s kľúčovým slovom cluster?,[],[],[],[],"[""pages/students/2021/vladimir_ferko/README.md""]","[""pages/students/2021/vladimir_ferko/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko""]","[""https://zp.kemt.fei.tuke.sk/students/2021/vladimir_ferko""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-316,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.077269,,Aký názov práce má osoba Ján Malinovský s kľúčovým slovom ir?,[],[],[],[],"[""pages/students/2022/jan_malinovsky/README.md""]","[""pages/students/2022/jan_malinovsky/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky""]","[""https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-317,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.066364,,Aký názov práce má osoba Ján Holp s kľúčovým slovom interpunction?,[],[],[],[],"[""pages/students/2016/jan_holp/README.md""]","[""pages/students/2016/jan_holp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/jan_holp""]","[""https://zp.kemt.fei.tuke.sk/students/2016/jan_holp""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-318,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.049528,,Aký názov práce má osoba Petra Neznáma Overovacia?,[],[],[],[],[],[],[],[],[],[],[],[]
+True,True,True,1.0,True,1.0,True,,,wide-319,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.070365,,Aký názov práce má osoba Vladyslav Yanchenko v roku 2018?,[],[],[],[],"[""pages/students/2022/vladyslav_yanchenko/README.md""]","[""pages/students/2022/vladyslav_yanchenko/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko""]","[""https://zp.kemt.fei.tuke.sk/students/2022/vladyslav_yanchenko""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,wide-320,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.079819,,Aký názov práce má osoba Dávid Iľaš v roku 2018?,[],[],[],[],"[""pages/students/2018/david_ilas/README.md""]","[""pages/students/2018/david_ilas/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2018/david_ilas""]","[""https://zp.kemt.fei.tuke.sk/students/2018/david_ilas""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,v7-dev-year-1999,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.079933,,Aký je názov práce osoby Ján Holp v roku 1999?,[],[],[],[],"[""pages/students/2016/jan_holp/README.md""]","[""pages/students/2016/jan_holp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/jan_holp""]","[""https://zp.kemt.fei.tuke.sk/students/2016/jan_holp""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,v7-dev-year-1899,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.083218,,Aký je názov práce osoby Ján Holp v roku 1899?,[],[],[],[],"[""pages/students/2016/jan_holp/README.md""]","[""pages/students/2016/jan_holp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/jan_holp""]","[""https://zp.kemt.fei.tuke.sk/students/2016/jan_holp""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,v7-dev-year-2100,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.070769,,Aký je názov práce osoby Ján Holp v roku 2100?,[],[],[],[],"[""pages/students/2016/jan_holp/README.md""]","[""pages/students/2016/jan_holp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/jan_holp""]","[""https://zp.kemt.fei.tuke.sk/students/2016/jan_holp""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,v7-dev-year-9999,dev,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.072095,,Aký je názov práce osoby Ján Holp v roku 9999?,[],[],[],[],"[""pages/students/2016/jan_holp/README.md""]","[""pages/students/2016/jan_holp/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/jan_holp""]","[""https://zp.kemt.fei.tuke.sk/students/2016/jan_holp""]",[],"[""entity_resolution""]",[],[]
diff --git a/tools/graphrag/evaluation/results/final_v7_2026-10-26/graphrag_dev.json b/tools/graphrag/evaluation/results/final_v7_2026-10-26/graphrag_dev.json
new file mode 100644
index 0000000..dff094b
--- /dev/null
+++ b/tools/graphrag/evaluation/results/final_v7_2026-10-26/graphrag_dev.json
@@ -0,0 +1,197906 @@
+{
+  "evaluation_schema_version": 4,
+  "run_metadata": {
+    "started_at_utc": "2026-10-26T00:11:42.142805+00:00",
+    "python": "3.10.12",
+    "git_head": "9389a54dcdc811ba7be33aae615598391fb07ee5",
+    "wiki_git_head": "3e892a1d49e9bce118cd03478ce15e01c2bebb4e",
+    "fingerprints": {
+      "implementation": {
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+        "tools/graphrag/build_graphrag.py": "256292101d6d7d1946e926e2717ac45465b169f4091c51ecfed4f1a779dfd700",
+        "tools/graphrag/evaluation/__init__.py": "e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855",
+        "tools/graphrag/evaluation/audit_benchmark.py": "6619c818a52fc284e87ed6c48a503a54a3c9dd95447463ed78f075b7c58bad80",
+        "tools/graphrag/evaluation/benchmark_v2.py": "62a0b6af852d5ae8060c06db3f983ef4b797d74443f9df25a6b8bd77bf133330",
+        "tools/graphrag/evaluation/benchmark_v3.py": "30bae6c605ed26f4b49973acec799087c4e2b97a883ccedcafb965dd909c4c4d",
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+        "tools/graphrag/evaluation/benchmark_v6.py": "f955e600d17358fafcb33bab772aef09d787452f6b33352e299fdd42669aaf34",
+        "tools/graphrag/evaluation/benchmark_v7.py": "9477cd6e9a6dd0558837cf044535de75a8f101b17115e28e57a82d96d1aa01cb",
+        "tools/graphrag/evaluation/check_openwebui.py": "863801048231d474ba82930cf6bf6853b4410f8295b3f97fd3d5934852431fbe",
+        "tools/graphrag/evaluation/evaluate_graphrag.py": "22f48e9ac6dfae92d79ad648ca173547c6a37f98aa8199f7c37595f1b0b186f9",
+        "tools/graphrag/evaluation/evidence_contract.py": "78e24264c176e163e1782fef1634b6c45c7f31bd4692726d02a30ab45a06648e",
+        "tools/graphrag/evaluation/freeze_graphrag.py": "d8764d1aeb72208de55604785acff880002da1f818d8a8ad9477cf39e1f29efb",
+        "tools/graphrag/evaluation/graphrag_evaluator.py": "7f99bf0f97974058650b619ea49a8ee32284cb4b324f1ffab9baf54f5c4495f4",
+        "tools/graphrag/evaluation/reproducibility.py": "0e2dab6ffb17691f05f9d81dbec12ffc0f2e4e0b1a2114a75b66a5165cf7b4d2",
+        "tools/graphrag/evaluation/source_oracle.py": "aed0309435fd21bc274fde7905a0720f68f359b3c30bb0b912e3371ebf0d8072",
+        "tools/graphrag/evaluation/source_validation.py": "9671b8978623888dbed8b8b2d1b6b01c1ce73cb0a512b03919e48873990f15ed",
+        "tools/graphrag/graph_db.py": "c4b1a2edb765856b807398e4c243a8d17753529a5d2dfdb51791e28bc8de17f7",
+        "tools/graphrag/graph_search.py": "c41cbfbac0d5daa1d0b51f5f4b798a15688bbd2e0498d2cbe93c6584a99f6b7d",
+        "tools/graphrag/graphrag.py": "dbc75403aa038e4021b5a70d1f17c62784b478252a94bac8db682bf38dcb39b3",
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+    }
+  },
+  "source_inconsistent_ids": []
+}
diff --git a/tools/graphrag/evaluation/results/final_v7_2026-10-26/graphrag_test.csv b/tools/graphrag/evaluation/results/final_v7_2026-10-26/graphrag_test.csv
new file mode 100644
index 0000000..7556c60
--- /dev/null
+++ b/tools/graphrag/evaluation/results/final_v7_2026-10-26/graphrag_test.csv
@@ -0,0 +1,81 @@
+complete,answerability_ok,bindings_ok,binding_score,paths_ok,path_score,count_ok,expected_count,actual_count,id,split,category,difficulty,strict,value_score,entity_score,relation_score,property_score,relation_choice_score,document_recall,source_recall,entity_set_ok,latency_seconds,error,question,expected_values,matched_values,expected_relations,actual_relations,expected_documents,actual_documents,expected_source_urls,actual_source_urls,fact_types,strategies,binding_results,path_results
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+True,True,True,1.0,True,1.0,True,,,fresh7-022,test,same_start_year_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.084607,,Porovnaj rovnaký rok začiatku štúdia osôb Manohar Gowdru Shridhara a Matej Ščišľak.,"[""Manohar Gowdru Shridhara"", ""2021"", ""Matej Ščišľak""]","[""Manohar Gowdru Shridhara"", ""2021"", ""Matej Ščišľak""]",[],[],"[""pages/students/2021/manohar_gowdru_shridharu/README.md"", ""pages/students/2021/matej_scislak/README.md""]","[""pages/students/2021/manohar_gowdru_shridharu/README.md"", ""pages/students/2021/matej_scislak/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2021/manohar_gowdru_shridharu"", ""https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak""]","[""https://zp.kemt.fei.tuke.sk/students/2021/manohar_gowdru_shridharu"", ""https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak""]","[""person_start_year"", ""start_year_comparison""]","[""entity_resolution"", ""start_year_constraints""]","[{""binding"": {""person"": ""Manohar Gowdru Shridhara"", ""start_year"": 2021}, ""matched"": true}, {""binding"": {""person"": ""Matej Ščišľak"", ""start_year"": 2021}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Manohar Gowdru Shridhara"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:469"", ""start_year"": 2021}, {""kind"": ""Document"", ""path"": ""pages/students/2021/manohar_gowdru_shridharu/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2021/manohar_gowdru_shridharu""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Matej Ščišľak"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:472"", ""start_year"": 2021}, {""kind"": ""Document"", ""path"": ""pages/students/2021/matej_scislak/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2021/matej_scislak""}]}]"
+True,True,True,1.0,True,1.0,True,,,fresh7-023,test,same_start_year_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.07733,,Porovnaj rovnaký rok začiatku štúdia osôb Ondrej Megela a Samuel Širotník.,"[""Ondrej Megela"", ""2018"", ""Samuel Širotník""]","[""Ondrej Megela"", ""2018"", ""Samuel Širotník""]",[],[],"[""pages/students/2018/ondrej_megela/README.md"", ""pages/students/2018/samuel_sirotnik/README.md""]","[""pages/students/2018/ondrej_megela/README.md"", ""pages/students/2018/samuel_sirotnik/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"", ""https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik""]","[""https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"", ""https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik""]","[""person_start_year"", ""start_year_comparison""]","[""entity_resolution"", ""start_year_constraints""]","[{""binding"": {""person"": ""Ondrej Megela"", ""start_year"": 2018}, ""matched"": true}, {""binding"": {""person"": ""Samuel Širotník"", ""start_year"": 2018}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Ondrej Megela"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:448"", ""start_year"": 2018}, {""kind"": ""Document"", ""path"": ""pages/students/2018/ondrej_megela/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Samuel Širotník"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:449"", ""start_year"": 2018}, {""kind"": ""Document"", ""path"": ""pages/students/2018/samuel_sirotnik/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2018/samuel_sirotnik""}]}]"
+True,True,True,1.0,True,1.0,True,,,fresh7-024,test,same_start_year_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.118372,,Porovnaj rovnaký rok začiatku štúdia osôb Dávid Stromp a Samuel Horáni.,"[""Dávid Stromp"", ""2019"", ""Samuel Horáni""]","[""Dávid Stromp"", ""2019"", ""Samuel Horáni""]",[],[],"[""pages/students/2019/david_stromp/README.md"", ""pages/students/2019/samuel_horani/README.md""]","[""pages/students/2019/david_stromp/README.md"", ""pages/students/2019/samuel_horani/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2019/david_stromp"", ""https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani""]","[""https://zp.kemt.fei.tuke.sk/students/2019/david_stromp"", ""https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani""]","[""person_start_year"", ""start_year_comparison""]","[""entity_resolution"", ""start_year_constraints""]","[{""binding"": {""person"": ""Dávid Stromp"", ""start_year"": 2019}, ""matched"": true}, {""binding"": {""person"": ""Samuel Horáni"", ""start_year"": 2019}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Dávid Stromp"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:452"", ""start_year"": 2019}, {""kind"": ""Document"", ""path"": ""pages/students/2019/david_stromp/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2019/david_stromp""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Samuel Horáni"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:458"", ""start_year"": 2019}, {""kind"": ""Document"", ""path"": ""pages/students/2019/samuel_horani/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani""}]}]"
+True,True,True,1.0,True,1.0,True,,,fresh7-025,test,same_start_year_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.105198,,Porovnaj rovnaký rok začiatku štúdia osôb Patrik Pokrivčák a Samuel Horáni.,"[""Patrik Pokrivčák"", ""2019"", ""Samuel Horáni""]","[""Patrik Pokrivčák"", ""2019"", ""Samuel Horáni""]",[],[],"[""pages/students/2019/patrik_pokrivcak/README.md"", ""pages/students/2019/samuel_horani/README.md""]","[""pages/students/2019/patrik_pokrivcak/README.md"", ""pages/students/2019/samuel_horani/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2019/patrik_pokrivcak"", ""https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani""]","[""https://zp.kemt.fei.tuke.sk/students/2019/patrik_pokrivcak"", ""https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani""]","[""person_start_year"", ""start_year_comparison""]","[""entity_resolution"", ""start_year_constraints""]","[{""binding"": {""person"": ""Patrik Pokrivčák"", ""start_year"": 2019}, ""matched"": true}, {""binding"": {""person"": ""Samuel Horáni"", ""start_year"": 2019}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Patrik Pokrivčák"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:457"", ""start_year"": 2019}, {""kind"": ""Document"", ""path"": ""pages/students/2019/patrik_pokrivcak/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2019/patrik_pokrivcak""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Samuel Horáni"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:458"", ""start_year"": 2019}, {""kind"": ""Document"", ""path"": ""pages/students/2019/samuel_horani/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2019/samuel_horani""}]}]"
+True,True,True,1.0,True,1.0,True,,,fresh7-026,test,same_start_year_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.099308,,Porovnaj rovnaký rok začiatku štúdia osôb Eduard Matovka a Oleksandr Hryshchenko.,"[""Eduard Matovka"", ""2021"", ""Oleksandr Hryshchenko""]","[""Eduard Matovka"", ""2021"", ""Oleksandr Hryshchenko""]",[],[],"[""pages/students/2021/eduard_matovka/README.md"", ""pages/students/2021/oleksandr_hryshchenko/README.md""]","[""pages/students/2021/eduard_matovka/README.md"", ""pages/students/2021/oleksandr_hryshchenko/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka"", ""https://zp.kemt.fei.tuke.sk/students/2021/oleksandr_hryshchenko""]","[""https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka"", ""https://zp.kemt.fei.tuke.sk/students/2021/oleksandr_hryshchenko""]","[""person_start_year"", ""start_year_comparison""]","[""entity_resolution"", ""start_year_constraints""]","[{""binding"": {""person"": ""Eduard Matovka"", ""start_year"": 2021}, ""matched"": true}, {""binding"": {""person"": ""Oleksandr Hryshchenko"", ""start_year"": 2021}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Eduard Matovka"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:468"", ""start_year"": 2021}, {""kind"": ""Document"", ""path"": ""pages/students/2021/eduard_matovka/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2021/eduard_matovka""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Oleksandr Hryshchenko"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:474"", ""start_year"": 2021}, {""kind"": ""Document"", ""path"": ""pages/students/2021/oleksandr_hryshchenko/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2021/oleksandr_hryshchenko""}]}]"
+True,True,True,1.0,True,1.0,True,,,fresh7-027,test,same_start_year_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.093371,,Porovnaj rovnaký rok začiatku štúdia osôb Ján Malinovský a Ján Pták.,"[""Ján Malinovský"", ""2022"", ""Ján Pták""]","[""Ján Malinovský"", ""2022"", ""Ján Pták""]",[],[],"[""pages/students/2022/jan_malinovsky/README.md"", ""pages/students/2022/jan_ptak/README.md""]","[""pages/students/2022/jan_malinovsky/README.md"", ""pages/students/2022/jan_ptak/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"", ""https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak""]","[""https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"", ""https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak""]","[""person_start_year"", ""start_year_comparison""]","[""entity_resolution"", ""start_year_constraints""]","[{""binding"": {""person"": ""Ján Malinovský"", ""start_year"": 2022}, ""matched"": true}, {""binding"": {""person"": ""Ján Pták"", ""start_year"": 2022}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Ján Malinovský"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:479"", ""start_year"": 2022}, {""kind"": ""Document"", ""path"": ""pages/students/2022/jan_malinovsky/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Ján Pták"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:480"", ""start_year"": 2022}, {""kind"": ""Document"", ""path"": ""pages/students/2022/jan_ptak/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak""}]}]"
+True,True,True,1.0,True,1.0,True,,,fresh7-028,test,same_start_year_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.074771,,Porovnaj rovnaký rok začiatku štúdia osôb Denis Le Thanh a Simona Bobrovčanová.,"[""Denis Le Thanh"", ""2023"", ""Simona Bobrovčanová""]","[""Denis Le Thanh"", ""2023"", ""Simona Bobrovčanová""]",[],[],"[""pages/students/2023/denis_le_thanh/README.md"", ""pages/students/2023/simona_bobrovcanova/README.md""]","[""pages/students/2023/denis_le_thanh/README.md"", ""pages/students/2023/simona_bobrovcanova/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh"", ""https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova""]","[""https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh"", ""https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova""]","[""person_start_year"", ""start_year_comparison""]","[""entity_resolution"", ""start_year_constraints""]","[{""binding"": {""person"": ""Denis Le Thanh"", ""start_year"": 2023}, ""matched"": true}, {""binding"": {""person"": ""Simona Bobrovčanová"", ""start_year"": 2023}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Denis Le Thanh"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:488"", ""start_year"": 2023}, {""kind"": ""Document"", ""path"": ""pages/students/2023/denis_le_thanh/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2023/denis_le_thanh""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Simona Bobrovčanová"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:494"", ""start_year"": 2023}, {""kind"": ""Document"", ""path"": ""pages/students/2023/simona_bobrovcanova/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2023/simona_bobrovcanova""}]}]"
+True,True,True,1.0,True,1.0,True,,,fresh7-029,test,same_start_year_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.078407,,Porovnaj rovnaký rok začiatku štúdia osôb Martin Wencel a Oleh Bilykh.,"[""Martin Wencel"", ""2018"", ""Oleh Bilykh""]","[""Martin Wencel"", ""2018"", ""Oleh Bilykh""]",[],[],"[""pages/students/2018/martin_wencel/README.md"", ""pages/students/2018/oleh_bilykh/README.md""]","[""pages/students/2018/martin_wencel/README.md"", ""pages/students/2018/oleh_bilykh/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel"", ""https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh""]","[""https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel"", ""https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh""]","[""person_start_year"", ""start_year_comparison""]","[""entity_resolution"", ""start_year_constraints""]","[{""binding"": {""person"": ""Martin Wencel"", ""start_year"": 2018}, ""matched"": true}, {""binding"": {""person"": ""Oleh Bilykh"", ""start_year"": 2018}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Martin Wencel"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:446"", ""start_year"": 2018}, {""kind"": ""Document"", ""path"": ""pages/students/2018/martin_wencel/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2018/martin_wencel""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Oleh Bilykh"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:447"", ""start_year"": 2018}, {""kind"": ""Document"", ""path"": ""pages/students/2018/oleh_bilykh/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh""}]}]"
+True,True,True,1.0,True,1.0,True,,,fresh7-030,test,same_start_year_pair,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.071748,,Porovnaj rovnaký rok začiatku štúdia osôb Artur Hyrenko a Matej Novotný.,"[""Artur Hyrenko"", ""2021"", ""Matej Novotný""]","[""Artur Hyrenko"", ""2021"", ""Matej Novotný""]",[],[],"[""pages/students/2021/artur_hyrenko/README.md"", ""pages/students/2021/matej_novotny/README.md""]","[""pages/students/2021/artur_hyrenko/README.md"", ""pages/students/2021/matej_novotny/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2021/artur_hyrenko"", ""https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny""]","[""https://zp.kemt.fei.tuke.sk/students/2021/artur_hyrenko"", ""https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny""]","[""person_start_year"", ""start_year_comparison""]","[""entity_resolution"", ""start_year_constraints""]","[{""binding"": {""person"": ""Artur Hyrenko"", ""start_year"": 2021}, ""matched"": true}, {""binding"": {""person"": ""Matej Novotný"", ""start_year"": 2021}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Artur Hyrenko"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:467"", ""start_year"": 2021}, {""kind"": ""Document"", ""path"": ""pages/students/2021/artur_hyrenko/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2021/artur_hyrenko""}]}, {""pattern"": {""binding_index"": 1, ""node_kinds"": [""Person"", ""Document""], ""relationships"": [""HAS_DOCUMENT""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""name"": ""Matej Novotný"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:471"", ""start_year"": 2021}, {""kind"": ""Document"", ""path"": ""pages/students/2021/matej_novotny/README.md"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny""}]}]"
+True,True,True,1.0,True,1.0,True,,,fresh7-031,test,person_title_year,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.073365,,Aký názov práce a rok práce sú pri osobe Patrik Pavlišin uvedené pre rok 2020?,"[""Patrik Pavlišin"", ""Metódy automatického prekladu"", ""2020""]","[""Patrik Pavlišin"", ""Metódy automatického prekladu"", ""2020""]",[],"[""AUTHORED"", ""EVIDENCED_BY""]","[""pages/students/2016/patrik_pavlisin/README.md""]","[""pages/students/2016/patrik_pavlisin/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin""]","[""https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin""]","[""person_thesis""]","[""entity_resolution"", ""graph_traversal"", ""thesis_constraints""]","[{""binding"": {""person"": ""Patrik Pavlišin"", ""academic_kind"": ""Thesis"", ""academic_type"": ""bachelor_thesis"", ""year"": 2020, ""title"": ""Metódy automatického prekladu""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Thesis"", ""Document""], ""relationships"": [""AUTHORED"", ""EVIDENCED_BY""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:436"", ""name"": ""Patrik Pavlišin"", ""source_document"": ""pages/students/2016/patrik_pavlisin/README.md"", ""id"": ""person:pages/students/2016/patrik_pavlisin/README.md""}, {""kind"": ""Thesis"", ""year"": 2020, ""heading"": ""Bakalárska práca 2020"", ""thesis_type_label"": ""Bakalárska práca"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:288"", ""title"": ""Metódy automatického prekladu"", ""thesis_type"": ""bachelor_thesis"", ""name"": ""Metódy automatického prekladu"", ""source_document"": ""pages/students/2016/patrik_pavlisin/README.md"", ""id"": ""thesis:pages/students/2016/patrik_pavlisin/README.md:bakalarska-praca-2020"", ""person"": ""Patrik Pavlišin"", ""document_path"": ""pages/students/2016/patrik_pavlisin/README.md""}, {""kind"": ""Document"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:533"", ""title"": ""Patrik Pavlišin"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin"", ""path"": ""pages/students/2016/patrik_pavlisin/README.md"", ""name"": ""Patrik Pavlišin""}]}]"
+True,True,True,1.0,True,1.0,True,,,fresh7-032,test,person_title_year,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.090975,,Aký názov práce a rok práce sú pri osobe Alina Vitko uvedené pre rok 2022?,"[""Alina Vitko"", ""Systémy pre generovanie odpovede na otázku v prirodzenom jazyku"", ""2022""]","[""Alina Vitko"", ""Systémy pre generovanie odpovede na otázku v prirodzenom jazyku"", ""2022""]",[],"[""AUTHORED"", ""EVIDENCED_BY""]","[""pages/students/2019/alina_vitko/README.md""]","[""pages/students/2019/alina_vitko/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko""]","[""https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko""]","[""person_thesis""]","[""entity_resolution"", ""graph_traversal"", ""thesis_constraints""]","[{""binding"": {""person"": ""Alina Vitko"", ""academic_kind"": ""Thesis"", ""academic_type"": ""bachelor_thesis"", ""year"": 2022, ""title"": ""Systémy pre generovanie odpovede na otázku v prirodzenom jazyku""}, ""matched"": true}]","[{""pattern"": {""binding_index"": 0, ""node_kinds"": [""Person"", ""Thesis"", ""Document""], ""relationships"": [""AUTHORED"", ""EVIDENCED_BY""]}, ""matched"": true, ""witness"": [{""kind"": ""Person"", ""start_year"": 2019, ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:450"", ""name"": ""Alina Vitko"", ""source_document"": ""pages/students/2019/alina_vitko/README.md"", ""id"": ""person:pages/students/2019/alina_vitko/README.md""}, {""kind"": ""Thesis"", ""year"": 2022, ""heading"": ""Bakalárska práca 2022"", ""thesis_type_label"": ""Bakalárska práca"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:304"", ""title"": ""Systémy pre generovanie odpovede na otázku v prirodzenom jazyku"", ""thesis_type"": ""bachelor_thesis"", ""name"": ""Systémy pre generovanie odpovede na otázku v prirodzenom jazyku"", ""source_document"": ""pages/students/2019/alina_vitko/README.md"", ""id"": ""thesis:pages/students/2019/alina_vitko/README.md:bakalarska-praca-2022"", ""person"": ""Alina Vitko"", ""document_path"": ""pages/students/2019/alina_vitko/README.md""}, {""kind"": ""Document"", ""element_id"": ""4:61c98d29-d5f0-43f4-879d-a5d65f4be67a:557"", ""title"": ""Alina Vitko"", ""source_url"": ""https://zp.kemt.fei.tuke.sk/students/2019/alina_vitko"", ""path"": ""pages/students/2019/alina_vitko/README.md"", ""name"": ""Alina Vitko""}]}]"
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+True,True,True,1.0,True,1.0,True,,,fresh7-075,test,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.096013,,Aký názov práce má osoba Dárius Lindvai s kľúčovým slovom cluster?,[],[],[],[],"[""pages/students/2016/darius_lindvai/README.md""]","[""pages/students/2016/darius_lindvai/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai""]","[""https://zp.kemt.fei.tuke.sk/students/2016/darius_lindvai""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,fresh7-076,test,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.076721,,Aký názov práce má osoba Márk Fehér v roku 2018?,[],[],[],[],"[""pages/students/2016/mark_feher/README.md""]","[""pages/students/2016/mark_feher/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2016/mark_feher""]","[""https://zp.kemt.fei.tuke.sk/students/2016/mark_feher""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,fresh7-077,test,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.112424,,Aký názov práce má osoba Kamil Tomčufčík s kľúčovým slovom klasifikácia?,[],[],[],[],"[""pages/students/2020/kamil_tomcufcik/README.md""]","[""pages/students/2020/kamil_tomcufcik/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2020/kamil_tomcufcik""]","[""https://zp.kemt.fei.tuke.sk/students/2020/kamil_tomcufcik""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,fresh7-078,test,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.094447,,Aký názov práce má osoba Youssef Ressaissi s kľúčovým slovom emotion?,[],[],[],[],"[""pages/interns/yussef_ressaissi/README.md""]","[""pages/interns/yussef_ressaissi/README.md""]","[""https://zp.kemt.fei.tuke.sk/interns/yussef_ressaissi""]","[""https://zp.kemt.fei.tuke.sk/interns/yussef_ressaissi""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,fresh7-079,test,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.101387,,Aký názov práce má osoba Michal Stromko s kľúčovým slovom question-answer?,[],[],[],[],"[""pages/students/2019/michal_stromko/README.md""]","[""pages/students/2019/michal_stromko/README.md"", ""pages/topics/question/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko""]","[""https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"", ""https://zp.kemt.fei.tuke.sk/topics/question""]",[],"[""entity_resolution""]",[],[]
+True,True,True,1.0,True,1.0,True,,,fresh7-080,test,negative_lookup,hard,True,1.0,1.0,1.0,1.0,1.0,1.0,1.0,True,0.075346,,Aký názov práce má osoba Oleksandr Hryshchenko v roku 2018?,[],[],[],[],"[""pages/students/2021/oleksandr_hryshchenko/README.md""]","[""pages/students/2021/oleksandr_hryshchenko/README.md""]","[""https://zp.kemt.fei.tuke.sk/students/2021/oleksandr_hryshchenko""]","[""https://zp.kemt.fei.tuke.sk/students/2021/oleksandr_hryshchenko""]",[],"[""entity_resolution""]",[],[]
diff --git a/tools/graphrag/evaluation/results/final_v7_2026-10-26/graphrag_test.json b/tools/graphrag/evaluation/results/final_v7_2026-10-26/graphrag_test.json
new file mode 100644
index 0000000..d043060
--- /dev/null
+++ b/tools/graphrag/evaluation/results/final_v7_2026-10-26/graphrag_test.json
@@ -0,0 +1,16132 @@
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+}
diff --git a/tools/graphrag/evaluation/results/final_v7_2026-10-26/historical_graph_summary.json b/tools/graphrag/evaluation/results/final_v7_2026-10-26/historical_graph_summary.json
new file mode 100644
index 0000000..896ed26
--- /dev/null
+++ b/tools/graphrag/evaluation/results/final_v7_2026-10-26/historical_graph_summary.json
@@ -0,0 +1,348 @@
+{
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+  "source": "tools/graphrag/evaluation/results/final_v7_2026-10-26/graphrag_dev.json",
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+}
diff --git a/tools/graphrag/evaluation/results/final_v7_2026-10-26/summary.json b/tools/graphrag/evaluation/results/final_v7_2026-10-26/summary.json
new file mode 100644
index 0000000..ee281dd
--- /dev/null
+++ b/tools/graphrag/evaluation/results/final_v7_2026-10-26/summary.json
@@ -0,0 +1,270 @@
+{
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+    "annotation": "Independent raw-source oracle plus AI source review; not human review."
+  },
+  "tests": {
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+    "skipped": 0
+  },
+  "source_review": {
+    "sample": 20,
+    "supported": 20,
+    "reviewer": "AI direct raw Markdown review, not human"
+  },
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+    "total": 9
+  },
+  "historical_rag_replay": {
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+    "total": 5,
+    "new_generation": false
+  },
+  "failed_test_ids": [],
+  "failed_regression_ids": [
+    "wide-285"
+  ],
+  "limitations": [
+    "Known corpus, persons and template families; new query groups, not unseen profiles.",
+    "Source oracle plus AI review; no human annotation.",
+    "Only two fresh document-author/category groups and seven fresh category-list groups remain.",
+    "End-to-end native OpenWebUI tool routing is point 4.",
+    "Final prose is deterministic rendering of verified model-selected claims; this is not free-prose generation accuracy.",
+    "Gold corrections and changed delivery protocol prevent a controlled accuracy comparison with v6."
+  ]
+}
diff --git a/tools/graphrag/evaluation/results/final_v7_2026-10-26/verification.json b/tools/graphrag/evaluation/results/final_v7_2026-10-26/verification.json
new file mode 100644
index 0000000..d721059
--- /dev/null
+++ b/tools/graphrag/evaluation/results/final_v7_2026-10-26/verification.json
@@ -0,0 +1,42 @@
+{
+  "test_command": "RUN_NEO4J_TESTS=1 RUN_LIVE_TESTS=1 RUN_LIVE_RAG_E2E=1 HF_HUB_OFFLINE=1 TRANSFORMERS_OFFLINE=1 python -m pytest -q",
+  "logs": [
+    {
+      "name": "zp-v7-release-tests.log",
+      "sha256": "17f87f311f897da7a4170b102894668f13f7078eec8213a33f501ac8ca012081",
+      "output": "........................................................................ [ 12%]\n........................................................................ [ 24%]\n........................................................................ [ 36%]\n........................................................................ [ 48%]\n........................................................................ [ 60%]\n........................................................................ [ 73%]\n........................................................................ [ 85%]\n........................................................................ [ 97%]\n...............                                                          [100%]\n=============================== warnings summary ===============================\n.venv/lib/python3.10/site-packages/fastapi/testclient.py:1\n  /home/janko/DP/zp-agent/.venv/lib/python3.10/site-packages/fastapi/testclient.py:1: StarletteDeprecationWarning: Using `httpx` with `starlette.testclient` is deprecated; install `httpx2` instead.\n    from starlette.testclient import TestClient as TestClient  # noqa\n\n-- Docs: https://docs.pytest.org/en/stable/how-to/capture-warnings.html\n591 passed, 1 warning in 76.37s (0:01:16)\n"
+    },
+    {
+      "name": "zp-v7-targeted-final.log",
+      "sha256": "c53fc4867b28f28a687dcd19fbb04fb11dc7cc7c0a4a86abd2205b8233ad2b1c",
+      "output": "......................................................                   [100%]\n54 passed in 2.06s\n"
+    }
+  ],
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+    "duration_seconds": 163.9,
+    "counts": {
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+      "chunks": 887,
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+      "tags": 2189,
+      "categories": 1193
+    },
+    "index_version": {
+      "version": "33ea0794472c416e97c84371a2a6cdf8",
+      "git_revision": "3e892a1d49e9bce118cd03478ce15e01c2bebb4e",
+      "created_at_utc": "2026-10-26T00:10:27.444513+00:00",
+      "source_sha256": "007792c12f3467dd3203bb4951ccc197fdc0eef669580f1b1f893baf609ca363",
+      "documents_sha256": "0542af2a373771cf7c4a95f93d14f4f687f6a0187846892c959aa6efc4bade52",
+      "chunks_sha256": "437dde589be46e0c30842dd330de22d96a0173d2dbaff9c5f129568cb2bca4c9",
+      "embedding_model": "intfloat/multilingual-e5-small",
+      "publication_policy": "explicit-false-hidden-v1"
+    },
+    "graph_counts": {
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+      "relationships": 877
+    }
+  }
+}
diff --git a/tools/graphrag/evaluation/results/v7_preparation/citation_regrade.json b/tools/graphrag/evaluation/results/v7_preparation/citation_regrade.json
new file mode 100644
index 0000000..4f6a335
--- /dev/null
+++ b/tools/graphrag/evaluation/results/v7_preparation/citation_regrade.json
@@ -0,0 +1,43050 @@
+{
+  "method": "Recheck archived citations against archived tool sources, without generation.\n\nThis changes only citation eligibility; it does not replace historical gold or\nclaim a new full semantic evaluation. Missing archived context is unverifiable.\n",
+  "files": [
+    {
+      "file": "tools/graphrag/evaluation/results/answers_v4_dev_2026-10-25/answers_dev.json",
+      "sha256": "63fcb0f5cc260b97c5b4d1345ab5deca4fefc54b2dfdc65b247c23daeebf023f",
+      "rows": [
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+          "citation_adjusted_strict": true
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+          "previous_strict": true,
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+          "unsupported_urls": [],
+          "citation_adjusted_strict": true
+        },
+        {
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+          "citations_ok": true,
+          "unsupported_urls": [],
+          "citation_adjusted_strict": true
+        },
+        {
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+          "unsupported_urls": [],
+          "citation_adjusted_strict": true
+        },
+        {
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+          "citations_ok": true,
+          "unsupported_urls": [],
+          "citation_adjusted_strict": true
+        },
+        {
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+          "citation_adjusted_strict": true
+        },
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+        },
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+          "citation_adjusted_strict": true
+        },
+        {
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+        },
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+        },
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+        },
+        {
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+        },
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+        "strict_after_citation_check": 19
+      }
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+        {
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+          "previous_strict": true,
+          "citations_ok": true,
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+          "citation_adjusted_strict": true
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+      ],
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+        "questions": 519,
+        "checked": 519,
+        "invalid_citations": 1,
+        "previous_strict": 507,
+        "strict_after_citation_check": 506
+      }
+    }
+  ]
+}
diff --git a/tools/graphrag/evaluation/results/v7_preparation/generation_dev_ids.json b/tools/graphrag/evaluation/results/v7_preparation/generation_dev_ids.json
new file mode 100644
index 0000000..f17c026
--- /dev/null
+++ b/tools/graphrag/evaluation/results/v7_preparation/generation_dev_ids.json
@@ -0,0 +1,48 @@
+[
+  "v7-dev-year-1899",
+  "v7-dev-year-1999",
+  "v7-dev-year-2100",
+  "v7-dev-year-9999",
+  "wide-001",
+  "wide-002",
+  "wide-041",
+  "wide-042",
+  "wide-080",
+  "wide-081",
+  "wide-082",
+  "wide-104",
+  "wide-113",
+  "wide-114",
+  "wide-116",
+  "wide-119",
+  "wide-129",
+  "wide-137",
+  "wide-138",
+  "wide-139",
+  "wide-141",
+  "wide-142",
+  "wide-143",
+  "wide-145",
+  "wide-155",
+  "wide-159",
+  "wide-161",
+  "wide-163",
+  "wide-165",
+  "wide-169",
+  "wide-170",
+  "wide-178",
+  "wide-181",
+  "wide-193",
+  "wide-194",
+  "wide-209",
+  "wide-217",
+  "wide-218",
+  "wide-232",
+  "wide-236",
+  "wide-239",
+  "wide-249",
+  "wide-250",
+  "wide-283",
+  "wide-289",
+  "wide-290"
+]
diff --git a/tools/graphrag/evaluation/results/v7_preparation/live_scenarios.declaration.json b/tools/graphrag/evaluation/results/v7_preparation/live_scenarios.declaration.json
new file mode 100644
index 0000000..2aed762
--- /dev/null
+++ b/tools/graphrag/evaluation/results/v7_preparation/live_scenarios.declaration.json
@@ -0,0 +1,417 @@
+{
+  "method": "Live synthetic functional checks; separate from corpus accuracy metrics.",
+  "model": "model120-fast",
+  "hashes": {
+    "/home/janko/DP/zp-agent/tools/answer_evaluation/check_context_scenarios.py": "99dbae2747183622e0823cd8f6536f4ff38ef56d0e41dd7855096d47af3b1c37",
+    "/home/janko/DP/zp-agent/tools/answer_evaluation/graph_answer_prompt.txt": "fc9f2f8d52e70a8d67b9f4814b3f15e6be64bf88afe53ce4db4f037bde00e064",
+    "/home/janko/DP/zp-agent/tools/answer_evaluation/context_policy.py": "0dc2a056ca0d886d7cc8248ed4632c910c5e35bebd03ef94573df41802297f47",
+    "/home/janko/DP/zp-agent/tools/answer_evaluation/checked_generation.py": "cb821a65327424c19cbd996190b14e6aa30d9b909493f11716552f71249a0529",
+    "/home/janko/DP/zp-agent/tools/answer_evaluation/answer_format.py": "86a27b4aebc6a5077e13794b81957a1cf063a1f3e070c583120ba53c1788d2f8",
+    "/home/janko/DP/zp-agent/tools/answer_evaluation/render_answer.py": "609c534a37899b3febcea32d983da4b806c287de8f2ddf9bc0675e3280859002"
+  },
+  "scenarios": [
+    {
+      "id": "complete",
+      "question": "Uveď názov práce osoby Eva Vzorová a rok práce.",
+      "context": {
+        "status": "ok",
+        "reason": null,
+        "complete": true,
+        "truncated": false,
+        "truncation_reasons": [],
+        "index_version": {
+          "version": "synthetic-functional-fixture"
+        },
+        "sources": [
+          {
+            "source_id": "S1",
+            "document_path": "a.md",
+            "source_url": "https://example.test/a"
+          }
+        ],
+        "facts": [
+          {
+            "person": "Eva Vzorová",
+            "title": "Vyhľadávanie informácií",
+            "year": 2026,
+            "document_path": "a.md",
+            "source_url": "https://example.test/a"
+          }
+        ],
+        "aggregation": null,
+        "answer_candidates": []
+      },
+      "expected": {
+        "status": "ok",
+        "claims": [
+          {
+            "person": "Eva Vzorová",
+            "title": "Vyhľadávanie informácií",
+            "year": 2026
+          }
+        ]
+      }
+    },
+    {
+      "id": "incomplete_without_truncated",
+      "question": "Uveď názov práce osoby Eva Vzorová a rok práce.",
+      "context": {
+        "status": "ok",
+        "reason": null,
+        "complete": false,
+        "truncated": false,
+        "truncation_reasons": [],
+        "index_version": {
+          "version": "synthetic-functional-fixture"
+        },
+        "sources": [
+          {
+            "source_id": "S1",
+            "document_path": "a.md",
+            "source_url": "https://example.test/a"
+          }
+        ],
+        "facts": [
+          {
+            "person": "Eva Vzorová",
+            "title": "Vyhľadávanie informácií",
+            "year": 2026,
+            "document_path": "a.md",
+            "source_url": "https://example.test/a"
+          }
+        ],
+        "aggregation": null,
+        "answer_candidates": []
+      },
+      "expected": {
+        "status": "ok",
+        "claims": [
+          {
+            "person": "Eva Vzorová",
+            "title": "Vyhľadávanie informácií",
+            "year": 2026
+          }
+        ]
+      }
+    },
+    {
+      "id": "truncated",
+      "question": "Uveď názov práce osoby Eva Vzorová a rok práce.",
+      "context": {
+        "status": "ok",
+        "reason": null,
+        "complete": false,
+        "truncated": true,
+        "truncation_reasons": [
+          "limit"
+        ],
+        "index_version": {
+          "version": "synthetic-functional-fixture"
+        },
+        "sources": [
+          {
+            "source_id": "S1",
+            "document_path": "a.md",
+            "source_url": "https://example.test/a"
+          }
+        ],
+        "facts": [
+          {
+            "person": "Eva Vzorová",
+            "title": "Vyhľadávanie informácií",
+            "year": 2026,
+            "document_path": "a.md",
+            "source_url": "https://example.test/a"
+          }
+        ],
+        "aggregation": null,
+        "answer_candidates": []
+      },
+      "expected": {
+        "status": "ok",
+        "claims": [
+          {
+            "person": "Eva Vzorová",
+            "title": "Vyhľadávanie informácií",
+            "year": 2026
+          }
+        ]
+      }
+    },
+    {
+      "id": "unknown_completeness",
+      "question": "Uveď názov práce osoby Eva Vzorová a rok práce.",
+      "context": {
+        "status": "ok",
+        "reason": null,
+        "complete": null,
+        "truncated": false,
+        "truncation_reasons": [],
+        "index_version": {
+          "version": "synthetic-functional-fixture"
+        },
+        "sources": [
+          {
+            "source_id": "S1",
+            "document_path": "a.md",
+            "source_url": "https://example.test/a"
+          }
+        ],
+        "facts": [
+          {
+            "person": "Eva Vzorová",
+            "title": "Vyhľadávanie informácií",
+            "year": 2026,
+            "document_path": "a.md",
+            "source_url": "https://example.test/a"
+          }
+        ],
+        "aggregation": null,
+        "answer_candidates": []
+      },
+      "expected": {
+        "status": "ok",
+        "claims": [
+          {
+            "person": "Eva Vzorová",
+            "title": "Vyhľadávanie informácií",
+            "year": 2026
+          }
+        ]
+      }
+    },
+    {
+      "id": "exact_count_partial_evidence",
+      "question": "Aký je počet vyhovujúcich osôb?",
+      "context": {
+        "status": "ok",
+        "reason": null,
+        "complete": false,
+        "truncated": true,
+        "truncation_reasons": [
+          "evidence_limit"
+        ],
+        "index_version": {
+          "version": "synthetic-functional-fixture"
+        },
+        "sources": [
+          {
+            "source_id": "S1",
+            "document_path": "a.md",
+            "source_url": "https://example.test/a"
+          }
+        ],
+        "facts": [
+          {
+            "person": "Eva Vzorová",
+            "title": "Vyhľadávanie informácií",
+            "year": 2026,
+            "document_path": "a.md",
+            "source_url": "https://example.test/a"
+          }
+        ],
+        "aggregation": {
+          "count": 2,
+          "complete": true
+        },
+        "answer_candidates": []
+      },
+      "expected": {
+        "status": "ok",
+        "count": 2
+      }
+    },
+    {
+      "id": "same_person_child_tag",
+      "question": "Uveď názov práce osoby Eva Vzorová v roku 2026 s kľúčovým slovom python.",
+      "context": {
+        "status": "ok",
+        "reason": null,
+        "complete": true,
+        "truncated": false,
+        "truncation_reasons": [],
+        "index_version": {
+          "version": "synthetic-functional-fixture"
+        },
+        "sources": [
+          {
+            "source_id": "S1",
+            "document_path": "a.md",
+            "source_url": "https://example.test/a"
+          },
+          {
+            "source_id": "S2",
+            "document_path": "child.md",
+            "source_url": "https://example.test/child"
+          }
+        ],
+        "facts": [
+          {
+            "person": "Eva Vzorová",
+            "title": "Vyhľadávanie informácií",
+            "year": 2026,
+            "document_path": "a.md",
+            "source_url": "https://example.test/a"
+          },
+          {
+            "person": "Eva Vzorová",
+            "keyword": "python",
+            "document_path": "child.md",
+            "source_url": "https://example.test/child"
+          }
+        ],
+        "aggregation": null,
+        "answer_candidates": [
+          {
+            "person": "Eva Vzorová",
+            "title": "Vyhľadávanie informácií",
+            "year": 2026,
+            "keyword": "python",
+            "evidence_documents": [
+              "a.md",
+              "child.md"
+            ],
+            "source_urls": [
+              "https://example.test/a",
+              "https://example.test/child"
+            ]
+          }
+        ]
+      },
+      "expected": {
+        "status": "ok",
+        "claims": [
+          {
+            "person": "Eva Vzorová",
+            "title": "Vyhľadávanie informácií",
+            "year": 2026,
+            "keyword": "python"
+          }
+        ]
+      }
+    },
+    {
+      "id": "same_person_year_child_tag",
+      "question": "Ktorá osoba spĺňa kľúčové slovo python a rok práce 2026?",
+      "context": {
+        "status": "ok",
+        "reason": null,
+        "complete": true,
+        "truncated": false,
+        "truncation_reasons": [],
+        "index_version": {
+          "version": "synthetic-functional-fixture"
+        },
+        "sources": [
+          {
+            "source_id": "S1",
+            "document_path": "a.md",
+            "source_url": "https://example.test/a"
+          },
+          {
+            "source_id": "S2",
+            "document_path": "child.md",
+            "source_url": "https://example.test/child"
+          }
+        ],
+        "facts": [
+          {
+            "person": "Eva Vzorová",
+            "year": 2026,
+            "document_path": "a.md",
+            "source_url": "https://example.test/a"
+          },
+          {
+            "person": "Eva Vzorová",
+            "keyword": "python",
+            "document_path": "child.md",
+            "source_url": "https://example.test/child"
+          }
+        ],
+        "aggregation": null,
+        "answer_candidates": [
+          {
+            "person": "Eva Vzorová",
+            "year": 2026,
+            "keyword": "python",
+            "evidence_documents": [
+              "a.md",
+              "child.md"
+            ],
+            "source_urls": [
+              "https://example.test/a",
+              "https://example.test/child"
+            ]
+          }
+        ]
+      },
+      "expected": {
+        "status": "ok",
+        "claims": [
+          {
+            "person": "Eva Vzorová",
+            "year": 2026,
+            "keyword": "python"
+          }
+        ]
+      }
+    },
+    {
+      "id": "type_is_not_keyword",
+      "question": "Uveď názov diplomového projektu osoby Eva Vzorová a rok.",
+      "context": {
+        "status": "ok",
+        "reason": null,
+        "complete": true,
+        "truncated": false,
+        "truncation_reasons": [],
+        "index_version": {
+          "version": "synthetic-functional-fixture"
+        },
+        "sources": [
+          {
+            "source_id": "S1",
+            "document_path": "a.md",
+            "source_url": "https://example.test/a"
+          }
+        ],
+        "facts": [
+          {
+            "person": "Eva Vzorová",
+            "title": "Vyhľadávanie informácií",
+            "year": 2026,
+            "document_path": "a.md",
+            "source_url": "https://example.test/a"
+          }
+        ],
+        "aggregation": null,
+        "answer_candidates": []
+      },
+      "expected": {
+        "status": "ok",
+        "no_keyword": true
+      }
+    },
+    {
+      "id": "no_answer",
+      "question": "Akú prácu má Neexistujúca Osoba?",
+      "context": {
+        "status": "no_answer",
+        "reason": "unknown_person",
+        "complete": true,
+        "truncated": false,
+        "truncation_reasons": [],
+        "index_version": {
+          "version": "synthetic-functional-fixture"
+        },
+        "sources": [],
+        "facts": [],
+        "aggregation": null,
+        "answer_candidates": []
+      },
+      "expected": {
+        "status": "no_answer"
+      }
+    }
+  ]
+}
diff --git a/tools/graphrag/evaluation/results/v7_preparation/live_scenarios.json b/tools/graphrag/evaluation/results/v7_preparation/live_scenarios.json
new file mode 100644
index 0000000..8b45a23
--- /dev/null
+++ b/tools/graphrag/evaluation/results/v7_preparation/live_scenarios.json
@@ -0,0 +1,1293 @@
+{
+  "method": "Live synthetic functional checks; separate from corpus accuracy metrics.",
+  "questions": [
+    {
+      "id": "complete",
+      "attempts": [
+        {
+          "response": {
+            "choices": [
+              {
+                "finish_reason": "stop",
+                "index": 0,
+                "message": {
+                  "role": "assistant",
+                  "content": "{\"answer\":\"\",\"status\":\"ok\",\"claims\":[{\"person\":\"Eva Vzorová\",\"title\":\"Vyhľadávanie informácií\",\"year\":2026}],\"source_urls\":[\"https://example.test/a\"],\"count\":null}"
+                }
+              }
+            ],
+            "created": 1792973510,
+            "model": "Qwen3.5-122B-A10B-Q4_K_M",
+            "system_fingerprint": "b8580-7c203670f",
+            "object": "chat.completion",
+            "usage": {
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+        "status": "ok",
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+      "passed": true
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+            "status": "ok",
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+                "year": 2026,
+                "keyword": "python"
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+              "https://example.test/child"
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+        "status": "ok",
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+            "year": 2026,
+            "keyword": "python"
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+        "status": "ok",
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+                "title": "Vyhľadávanie informácií",
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+              "https://example.test/a"
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+          "format_normalized": false,
+          "context_issues": [],
+          "rendered_answer": {
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+            "status": "ok",
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+                "person": "Eva Vzorová",
+                "title": "Vyhľadávanie informácií",
+                "year": 2026
+              }
+            ],
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+              "https://example.test/a"
+            ]
+          }
+        }
+      ],
+      "accepted_for_delivery": true,
+      "response": {
+        "choices": [
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+            "finish_reason": "stop",
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+        "status": "ok",
+        "claims": [
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+            "person": "Eva Vzorová",
+            "title": "Vyhľadávanie informácií",
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+        "source_urls": [
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+        "status": "ok",
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+        "source_urls": [
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+      "passed": true
+    },
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+                "index": 0,
+                "message": {
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+              "total_tokens": 948,
+              "prompt_tokens_details": {
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+              }
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+            "id": "chatcmpl-0qSYTyiD82YfpCUb5uEWLYW9wfNBdBzu",
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+            "status": "no_answer",
+            "claims": [],
+            "source_urls": []
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+          "context_issues": [],
+          "rendered_answer": {
+            "answer": "Požadované údaje sa v dostupných podkladoch nenašli.",
+            "status": "no_answer",
+            "claims": [],
+            "source_urls": []
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+      "response": {
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+            "index": 0,
+            "message": {
+              "role": "assistant",
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+        "model": "Qwen3.5-122B-A10B-Q4_K_M",
+        "system_fingerprint": "b8580-7c203670f",
+        "object": "chat.completion",
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+          "prompt_tokens_details": {
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+          "predicted_per_token_ms": 20.8643,
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+      "answer": {
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+        "claims": [],
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+      "model_answer": {
+        "answer": "",
+        "status": "no_answer",
+        "claims": [],
+        "source_urls": []
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+      "passed": true
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+  "summary": {
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+    "passed": 9
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+}
diff --git a/tools/graphrag/evaluation/results/v7_preparation/protocol.json b/tools/graphrag/evaluation/results/v7_preparation/protocol.json
new file mode 100644
index 0000000..e4c95d6
--- /dev/null
+++ b/tools/graphrag/evaluation/results/v7_preparation/protocol.json
@@ -0,0 +1,37 @@
+{
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+  "dev_count": 1046,
+  "fresh_test_count": 80,
+  "test_categories": {
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+    "same_academic_year_pair": 10,
+    "same_start_year_pair": 10,
+    "person_title_year": 10,
+    "person_keyword_title": 10,
+    "document_author_category_multi_hop": 2,
+    "person_multiple_categories": 7,
+    "candidate_set_aggregation": 7,
+    "conjunctive_disambiguation": 6,
+    "negative_lookup": 8
+  },
+  "test_positives": 72,
+  "test_negatives": 8,
+  "available_groups": {
+    "shared_keyword_pair": 1883,
+    "same_academic_year_pair": 535,
+    "same_start_year_pair": 153,
+    "person_title_year": 30,
+    "person_keyword_title": 146,
+    "document_author_category_multi_hop": 2,
+    "person_multiple_categories": 7,
+    "candidate_set_aggregation": 54,
+    "conjunctive_disambiguation": 628,
+    "negative_lookup": 106
+  },
+  "old_gold_corrections": 10,
+  "regression_count": 320,
+  "llm_dev_count": 46,
+  "target": 0.92,
+  "policy": "Freeze after complete DEV; run fresh TEST once, retain every failure. Regression remains separate.",
+  "annotation": "Independent raw-source oracle plus AI source review; not human review."
+}
diff --git a/tools/graphrag/evaluation/results/v7_preparation/rag_delivery_replay.json b/tools/graphrag/evaluation/results/v7_preparation/rag_delivery_replay.json
new file mode 100644
index 0000000..91bf2c3
--- /dev/null
+++ b/tools/graphrag/evaluation/results/v7_preparation/rag_delivery_replay.json
@@ -0,0 +1,478 @@
+{
+  "configuration": {
+    "method": "Deterministic delivery replay on the same saved model responses, not new generation.",
+    "input": "tools/graphrag/evaluation/results/v6_preparation/rag_live_smoke.json",
+    "input_sha256": "674272fd911a5ae04690150ac899531feae90b4d44a1735a530a2838a0d32ff3",
+    "delivery_files": {
+      "/home/janko/DP/zp-agent/tools/answer_evaluation/rag_delivery.py": "b83f93d446f44fdd7d41c12eeeaae69c0b02908076624f4eb3f4f72b9b88dbc8",
+      "tools/rag/evaluation/evaluate_rag_answers.py": "945c2da655537fb37fe82a08e10dc3ed66a2d90980921f61f61efb171a4a26a2",
+      "tools/rag/evaluation/rag_metrics.py": "3e95922df90dd1b757a550040a2d9bd4f857e17d179f60170d7cc881a08f94b6",
+      "tools/rag/evaluation/rag_runner.py": "031abf7d5b1a026eb199aa2a579bfb8baaa01175279d0018a364bfe50b76c3c1",
+      "tools/answer_evaluation/context_policy.py": "0dc2a056ca0d886d7cc8248ed4632c910c5e35bebd03ef94573df41802297f47"
+    }
+  },
+  "results": [
+    {
+      "id": "q0053",
+      "question": "Aký je názov diplomová práca osoby Lukáš Pokrývka?",
+      "citations_ok": true,
+      "unsupported_urls": [],
+      "retrieval_coverage": [
+        {
+          "complete": false,
+          "truncated": true,
+          "truncation_reasons": [
+            "candidate_limit",
+            "per_document_limit",
+            "result_limit"
+          ],
+          "index_version": {
+            "version": "10b78a8e70744e2792ffe4cf11d45571",
+            "git_revision": "3e892a1d49e9bce118cd03478ce15e01c2bebb4e",
+            "created_at_utc": "2026-10-25T21:10:39.160542+00:00",
+            "source_sha256": "007792c12f3467dd3203bb4951ccc197fdc0eef669580f1b1f893baf609ca363",
+            "documents_sha256": "0542af2a373771cf7c4a95f93d14f4f687f6a0187846892c959aa6efc4bade52",
+            "chunks_sha256": "437dde589be46e0c30842dd330de22d96a0173d2dbaff9c5f129568cb2bca4c9",
+            "embedding_model": "intfloat/multilingual-e5-small",
+            "publication_policy": "explicit-false-hidden-v1"
+          }
+        }
+      ],
+      "context_issues": [],
+      "accepted_for_delivery": true,
+      "answer": "Výpis je neúplný.\n\nNázov diplomovej práce Lukáša Pokrývku je „Paralelné trénovanie neurónových sietí\".\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
+      "tool_called": true,
+      "tool_call_count": 1,
+      "tool_calls": [
+        {
+          "name": "retrieve_zpwiki_context",
+          "arguments": {
+            "query": "Aký je názov diplomová práca osoby Lukáš Pokrývka?",
+            "limit": 5,
+            "published_only": true,
+            "max_per_document": 1
+          },
+          "latency_seconds": 8.6679,
+          "source_urls": [
+            "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
+            "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
+            "https://zp.kemt.fei.tuke.sk/students/2019/patrik_pokrivcak",
+            "https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh",
+            "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak/dp2021"
+          ]
+        }
+      ],
+      "rag_source_urls": [
+        "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
+        "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
+        "https://zp.kemt.fei.tuke.sk/students/2019/patrik_pokrivcak",
+        "https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh",
+        "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak/dp2021"
+      ],
+      "first_model_latency_seconds": 5.65362,
+      "tool_latency_seconds": 8.6679,
+      "final_model_latency_seconds": 23.053733,
+      "total_latency_seconds": 37.375855,
+      "usage": {
+        "prompt_tokens": 19045,
+        "completion_tokens": 137,
+        "total_tokens": 19182
+      },
+      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
+      "citations_checked": true,
+      "answer_matches": [
+        true
+      ],
+      "answer_contains_score": 1.0,
+      "source_matches": [
+        true
+      ],
+      "source_match_count": 1,
+      "source_required_count": 1,
+      "source_url_score": 1.0,
+      "should_answer_ok": true,
+      "should_answer_score": 1.0,
+      "returned_no_answer": false,
+      "tool_score": 1.0,
+      "overall_score": 1.0,
+      "strict_pass": true,
+      "model_answer": "Názov diplomovej práce Lukáša Pokrývku je „Paralelné trénovanie neurónových sietí\".\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
+      "first_pass_accepted_for_delivery": false,
+      "first_pass_context_issues": [
+        "missing_incompleteness_notice"
+      ],
+      "display_notice_added": true
+    },
+    {
+      "id": "q0060",
+      "question": "Rozlíš rok začiatku štúdia a rok práce osoby Lukáš Pokrývka.",
+      "citations_ok": true,
+      "unsupported_urls": [],
+      "retrieval_coverage": [
+        {
+          "complete": false,
+          "truncated": true,
+          "truncation_reasons": [
+            "candidate_limit",
+            "per_document_limit",
+            "result_limit"
+          ],
+          "index_version": {
+            "version": "10b78a8e70744e2792ffe4cf11d45571",
+            "git_revision": "3e892a1d49e9bce118cd03478ce15e01c2bebb4e",
+            "created_at_utc": "2026-10-25T21:10:39.160542+00:00",
+            "source_sha256": "007792c12f3467dd3203bb4951ccc197fdc0eef669580f1b1f893baf609ca363",
+            "documents_sha256": "0542af2a373771cf7c4a95f93d14f4f687f6a0187846892c959aa6efc4bade52",
+            "chunks_sha256": "437dde589be46e0c30842dd330de22d96a0173d2dbaff9c5f129568cb2bca4c9",
+            "embedding_model": "intfloat/multilingual-e5-small",
+            "publication_policy": "explicit-false-hidden-v1"
+          }
+        }
+      ],
+      "context_issues": [],
+      "accepted_for_delivery": true,
+      "answer": "Výpis je neúplný.\n\nRok začiatku štúdia osoby Lukáš Pokrývka je 2016, zatiaľ čo jeho diplomová práca bola realizovaná v roku 2021.\n\nZdroj:\nhttps://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
+      "tool_called": true,
+      "tool_call_count": 1,
+      "tool_calls": [
+        {
+          "name": "retrieve_zpwiki_context",
+          "arguments": {
+            "query": "Rozlíš rok začiatku štúdia a rok práce osoby Lukáš Pokrývka.",
+            "limit": 10,
+            "published_only": true,
+            "max_per_document": 5
+          },
+          "latency_seconds": 8.727633,
+          "source_urls": [
+            "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
+            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
+            "https://zp.kemt.fei.tuke.sk/students/2020/jakub_kristian_lukas",
+            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
+            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
+          ]
+        }
+      ],
+      "rag_source_urls": [
+        "https://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
+        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
+        "https://zp.kemt.fei.tuke.sk/students/2020/jakub_kristian_lukas",
+        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
+        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela"
+      ],
+      "first_model_latency_seconds": 5.710692,
+      "tool_latency_seconds": 8.727633,
+      "final_model_latency_seconds": 40.777827,
+      "total_latency_seconds": 55.216681,
+      "usage": {
+        "prompt_tokens": 20160,
+        "completion_tokens": 155,
+        "total_tokens": 20315
+      },
+      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
+      "citations_checked": true,
+      "answer_matches": [
+        true,
+        true
+      ],
+      "answer_contains_score": 1.0,
+      "source_matches": [
+        true
+      ],
+      "source_match_count": 1,
+      "source_required_count": 1,
+      "source_url_score": 1.0,
+      "should_answer_ok": true,
+      "should_answer_score": 1.0,
+      "returned_no_answer": false,
+      "tool_score": 1.0,
+      "overall_score": 1.0,
+      "strict_pass": true,
+      "model_answer": "Rok začiatku štúdia osoby Lukáš Pokrývka je 2016, zatiaľ čo jeho diplomová práca bola realizovaná v roku 2021.\n\nZdroj:\nhttps://zp.kemt.fei.tuke.sk/students/2016/lukas_pokryvka",
+      "first_pass_accepted_for_delivery": false,
+      "first_pass_context_issues": [
+        "missing_incompleteness_notice"
+      ],
+      "display_notice_added": true
+    },
+    {
+      "id": "q0608",
+      "question": "Aký source_url patrí k stránke „Podpora slovenčiny v knižnici Spacy“?",
+      "citations_ok": true,
+      "unsupported_urls": [],
+      "retrieval_coverage": [
+        {
+          "complete": false,
+          "truncated": true,
+          "truncation_reasons": [
+            "candidate_limit",
+            "per_document_limit",
+            "result_limit"
+          ],
+          "index_version": {
+            "version": "10b78a8e70744e2792ffe4cf11d45571",
+            "git_revision": "3e892a1d49e9bce118cd03478ce15e01c2bebb4e",
+            "created_at_utc": "2026-10-25T21:10:39.160542+00:00",
+            "source_sha256": "007792c12f3467dd3203bb4951ccc197fdc0eef669580f1b1f893baf609ca363",
+            "documents_sha256": "0542af2a373771cf7c4a95f93d14f4f687f6a0187846892c959aa6efc4bade52",
+            "chunks_sha256": "437dde589be46e0c30842dd330de22d96a0173d2dbaff9c5f129568cb2bca4c9",
+            "embedding_model": "intfloat/multilingual-e5-small",
+            "publication_policy": "explicit-false-hidden-v1"
+          }
+        }
+      ],
+      "context_issues": [],
+      "accepted_for_delivery": true,
+      "answer": "Výpis je neúplný.\n\nStránka s názvom „Podpora slovenčiny v knižnici Spacy\" má pridelený zdrojový URL adresu https://zp.kemt.fei.tuke.sk/topics/spacy.\n\nZdroj: https://zp.kemt.fei.tuke.sk/topics/spacy",
+      "tool_called": true,
+      "tool_call_count": 1,
+      "tool_calls": [
+        {
+          "name": "retrieve_zpwiki_context",
+          "arguments": {
+            "query": "Aký source_url patrí k stránke „Podpora slovenčiny v knižnici Spacy“?",
+            "limit": 5,
+            "max_per_document": 1,
+            "published_only": true
+          },
+          "latency_seconds": 0.620349,
+          "source_urls": [
+            "https://zp.kemt.fei.tuke.sk/topics/spacy",
+            "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus",
+            "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak",
+            "https://zp.kemt.fei.tuke.sk/students/2017/than_trung_thanh",
+            "https://zp.kemt.fei.tuke.sk/topics/resources"
+          ]
+        }
+      ],
+      "rag_source_urls": [
+        "https://zp.kemt.fei.tuke.sk/topics/spacy",
+        "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus",
+        "https://zp.kemt.fei.tuke.sk/students/2016/jakub_maruniak",
+        "https://zp.kemt.fei.tuke.sk/students/2017/than_trung_thanh",
+        "https://zp.kemt.fei.tuke.sk/topics/resources"
+      ],
+      "first_model_latency_seconds": 28.658617,
+      "tool_latency_seconds": 0.620349,
+      "final_model_latency_seconds": 35.815477,
+      "total_latency_seconds": 65.094973,
+      "usage": {
+        "prompt_tokens": 28510,
+        "completion_tokens": 141,
+        "total_tokens": 28651
+      },
+      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
+      "citations_checked": true,
+      "answer_matches": [
+        true
+      ],
+      "answer_contains_score": 1.0,
+      "source_matches": [
+        true
+      ],
+      "source_match_count": 1,
+      "source_required_count": 1,
+      "source_url_score": 1.0,
+      "should_answer_ok": true,
+      "should_answer_score": 1.0,
+      "returned_no_answer": false,
+      "tool_score": 1.0,
+      "overall_score": 1.0,
+      "strict_pass": true,
+      "model_answer": "Stránka s názvom „Podpora slovenčiny v knižnici Spacy\" má pridelený zdrojový URL adresu https://zp.kemt.fei.tuke.sk/topics/spacy.\n\nZdroj: https://zp.kemt.fei.tuke.sk/topics/spacy",
+      "first_pass_accepted_for_delivery": false,
+      "first_pass_context_issues": [
+        "missing_incompleteness_notice"
+      ],
+      "display_notice_added": true
+    },
+    {
+      "id": "q1147",
+      "question": "Porovnaj záznamy osôb Ján Holp a Ondrej Megela. Pri osobe Ján Holp použi záznam typu „diplomová práca“ a pri osobe Ondrej Megela záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
+      "citations_ok": true,
+      "unsupported_urls": [],
+      "retrieval_coverage": [
+        {
+          "complete": false,
+          "truncated": true,
+          "truncation_reasons": [
+            "candidate_limit",
+            "per_document_limit",
+            "result_limit"
+          ],
+          "index_version": {
+            "version": "10b78a8e70744e2792ffe4cf11d45571",
+            "git_revision": "3e892a1d49e9bce118cd03478ce15e01c2bebb4e",
+            "created_at_utc": "2026-10-25T21:10:39.160542+00:00",
+            "source_sha256": "007792c12f3467dd3203bb4951ccc197fdc0eef669580f1b1f893baf609ca363",
+            "documents_sha256": "0542af2a373771cf7c4a95f93d14f4f687f6a0187846892c959aa6efc4bade52",
+            "chunks_sha256": "437dde589be46e0c30842dd330de22d96a0173d2dbaff9c5f129568cb2bca4c9",
+            "embedding_model": "intfloat/multilingual-e5-small",
+            "publication_policy": "explicit-false-hidden-v1"
+          }
+        }
+      ],
+      "context_issues": [],
+      "accepted_for_delivery": true,
+      "answer": "Výpis je neúplný.\n\nJán Holp vypracoval diplomovú prácu s názvom „Systém získavania informácií v slovenskom jazyku\" v roku 2021 a Ondrej Megela vypracoval bakalársku prácu s názvom „Neurónové jazykové modelovanie typu BERT\" v roku 2020.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2016/jan_holp\nhttps://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
+      "tool_called": true,
+      "tool_call_count": 1,
+      "tool_calls": [
+        {
+          "name": "retrieve_zpwiki_context",
+          "arguments": {
+            "query": "Porovnaj záznamy osôb Ján Holp a Ondrej Megela. Pri osobe Ján Holp použi záznam typu „diplomová práca“ a pri osobe Ondrej Megela záznam typu „bakalárska práca“. Uveď názov každej práce a rok, pri ktorom je na ZP Wiki uvedená.",
+            "limit": 5,
+            "published_only": true,
+            "max_per_document": 1
+          },
+          "latency_seconds": 1.001685,
+          "source_urls": [
+            "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
+            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
+            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
+            "https://zp.kemt.fei.tuke.sk/topics/faq",
+            "https://zp.kemt.fei.tuke.sk/topics/bert"
+          ]
+        }
+      ],
+      "rag_source_urls": [
+        "https://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
+        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
+        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
+        "https://zp.kemt.fei.tuke.sk/topics/faq",
+        "https://zp.kemt.fei.tuke.sk/topics/bert"
+      ],
+      "first_model_latency_seconds": 14.535465,
+      "tool_latency_seconds": 1.001685,
+      "final_model_latency_seconds": 56.647723,
+      "total_latency_seconds": 72.185893,
+      "usage": {
+        "prompt_tokens": 25893,
+        "completion_tokens": 208,
+        "total_tokens": 26101
+      },
+      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
+      "citations_checked": true,
+      "answer_matches": [
+        true,
+        true,
+        true,
+        true
+      ],
+      "answer_contains_score": 1.0,
+      "source_matches": [
+        true,
+        true
+      ],
+      "source_match_count": 2,
+      "source_required_count": 2,
+      "source_url_score": 1.0,
+      "should_answer_ok": true,
+      "should_answer_score": 1.0,
+      "returned_no_answer": false,
+      "tool_score": 1.0,
+      "overall_score": 1.0,
+      "strict_pass": true,
+      "model_answer": "Ján Holp vypracoval diplomovú prácu s názvom „Systém získavania informácií v slovenskom jazyku\" v roku 2021 a Ondrej Megela vypracoval bakalársku prácu s názvom „Neurónové jazykové modelovanie typu BERT\" v roku 2020.\n\nZdroje:\nhttps://zp.kemt.fei.tuke.sk/students/2016/jan_holp\nhttps://zp.kemt.fei.tuke.sk/students/2018/ondrej_megela",
+      "first_pass_accepted_for_delivery": false,
+      "first_pass_context_issues": [
+        "missing_incompleteness_notice"
+      ],
+      "display_notice_added": true
+    },
+    {
+      "id": "q0888",
+      "question": "Aký konkrétny finančný rozpočet bol uvedený pre projekt osoby Tomáš Kuchárik?",
+      "citations_ok": true,
+      "unsupported_urls": [],
+      "retrieval_coverage": [
+        {
+          "complete": false,
+          "truncated": true,
+          "truncation_reasons": [
+            "candidate_limit",
+            "per_document_limit",
+            "result_limit"
+          ],
+          "index_version": {
+            "version": "10b78a8e70744e2792ffe4cf11d45571",
+            "git_revision": "3e892a1d49e9bce118cd03478ce15e01c2bebb4e",
+            "created_at_utc": "2026-10-25T21:10:39.160542+00:00",
+            "source_sha256": "007792c12f3467dd3203bb4951ccc197fdc0eef669580f1b1f893baf609ca363",
+            "documents_sha256": "0542af2a373771cf7c4a95f93d14f4f687f6a0187846892c959aa6efc4bade52",
+            "chunks_sha256": "437dde589be46e0c30842dd330de22d96a0173d2dbaff9c5f129568cb2bca4c9",
+            "embedding_model": "intfloat/multilingual-e5-small",
+            "publication_policy": "explicit-false-hidden-v1"
+          }
+        }
+      ],
+      "context_issues": [],
+      "accepted_for_delivery": true,
+      "answer": "Výpis je neúplný.\n\nV dostupných dokumentoch ZP Wiki sa informácia o konkrétnom finančnom rozpočte pre projekt osoby Tomáš Kuchárik nepodarilo spoľahlivo nájsť.\n\nZdroj:\nhttps://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
+      "tool_called": true,
+      "tool_call_count": 1,
+      "tool_calls": [
+        {
+          "name": "retrieve_zpwiki_context",
+          "arguments": {
+            "query": "Aký konkrétny finančný rozpočet bol uvedený pre projekt osoby Tomáš Kuchárik?",
+            "limit": 5,
+            "published_only": true
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+            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
+            "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
+            "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
+            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
+          ]
+        }
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+        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
+        "https://zp.kemt.fei.tuke.sk/students/2019/filip_tomas",
+        "https://zp.kemt.fei.tuke.sk/students/2020/matus_suchanic",
+        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
+      ],
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+        "total_tokens": 14158
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+      "citations_checked": true,
+      "answer_matches": [],
+      "answer_contains_score": 1.0,
+      "source_matches": [
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+      "source_required_count": 0,
+      "source_url_score": 1.0,
+      "should_answer_ok": true,
+      "should_answer_score": 1.0,
+      "returned_no_answer": true,
+      "tool_score": 1.0,
+      "overall_score": 1.0,
+      "strict_pass": true,
+      "model_answer": "V dostupných dokumentoch ZP Wiki sa informácia o konkrétnom finančnom rozpočte pre projekt osoby Tomáš Kuchárik nepodarilo spoľahlivo nájsť.\n\nZdroj:\nhttps://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik",
+      "first_pass_accepted_for_delivery": false,
+      "first_pass_context_issues": [
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+      "display_notice_added": true
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index 0000000..2955d6d
--- /dev/null
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+      "fff8fdf5834cb3bb63bea04b50a4350f17c766a7c2bbd3a4d415e71017ff9b34"
+    ],
+    "limitations": [
+      "Known corpus, persons and template families; only the query/fact combinations are fresh.",
+      "Two remaining document-author/category groups and seven category-list groups constrain category coverage.",
+      "AI source annotation, not human annotation. No tuning on this TEST."
+    ]
+  }
+}
diff --git a/tools/graphrag/evaluation/results/v7_preparation/source_corrections.json b/tools/graphrag/evaluation/results/v7_preparation/source_corrections.json
new file mode 100644
index 0000000..06efa27
--- /dev/null
+++ b/tools/graphrag/evaluation/results/v7_preparation/source_corrections.json
@@ -0,0 +1,151 @@
+{
+  "questions": [
+    {
+      "id": "regression-0597",
+      "old_bindings": [
+        {
+          "person": "Stanislav Matsunych",
+          "start_year": 2017
+        }
+      ],
+      "new_status": "no_answer",
+      "reason": "Directory cohort is not a documented study-start year."
+    },
+    {
+      "id": "wide-dev-0630",
+      "old_bindings": [
+        {
+          "person": "Jakub Maruniak",
+          "start_year": 2016
+        },
+        {
+          "person": "Márk Fehér",
+          "start_year": 2016
+        }
+      ],
+      "new_status": "no_answer",
+      "reason": "Directory cohort is not a documented study-start year."
+    },
+    {
+      "id": "wide-dev-0631",
+      "old_bindings": [
+        {
+          "person": "Dominik Nagy",
+          "start_year": 2016
+        },
+        {
+          "person": "Patrik Pavlišin",
+          "start_year": 2016
+        }
+      ],
+      "new_status": "no_answer",
+      "reason": "Directory cohort is not a documented study-start year."
+    },
+    {
+      "id": "wide-083",
+      "old_bindings": [
+        {
+          "person": "Lukáš Pokrývka",
+          "start_year": 2016
+        },
+        {
+          "person": "Maroš Harahus",
+          "start_year": 2016
+        }
+      ],
+      "new_status": "no_answer",
+      "reason": "Directory cohort is not a documented study-start year."
+    },
+    {
+      "id": "wide-088",
+      "old_bindings": [
+        {
+          "person": "Ján Holp",
+          "start_year": 2016
+        },
+        {
+          "person": "Maroš Harahus",
+          "start_year": 2016
+        }
+      ],
+      "new_status": "no_answer",
+      "reason": "Directory cohort is not a documented study-start year."
+    },
+    {
+      "id": "wide-090",
+      "old_bindings": [
+        {
+          "person": "Martin Jancura",
+          "start_year": 2017
+        },
+        {
+          "person": "Stanislav Matsunych",
+          "start_year": 2017
+        }
+      ],
+      "new_status": "no_answer",
+      "reason": "Directory cohort is not a documented study-start year."
+    },
+    {
+      "id": "wide-105",
+      "old_bindings": [
+        {
+          "person": "Dominik Nagy",
+          "start_year": 2016
+        },
+        {
+          "person": "Maroš Harahus",
+          "start_year": 2016
+        }
+      ],
+      "new_status": "no_answer",
+      "reason": "Directory cohort is not a documented study-start year."
+    },
+    {
+      "id": "wide-107",
+      "old_bindings": [
+        {
+          "person": "Dominik Nagy",
+          "start_year": 2016
+        },
+        {
+          "person": "Márk Fehér",
+          "start_year": 2016
+        }
+      ],
+      "new_status": "no_answer",
+      "reason": "Directory cohort is not a documented study-start year."
+    },
+    {
+      "id": "wide-111",
+      "old_bindings": [
+        {
+          "person": "Dominik Nagy",
+          "start_year": 2016
+        },
+        {
+          "person": "Tomáš Kuchárik",
+          "start_year": 2016
+        }
+      ],
+      "new_status": "no_answer",
+      "reason": "Directory cohort is not a documented study-start year."
+    },
+    {
+      "id": "wide-112",
+      "old_bindings": [
+        {
+          "person": "Jakub Maruniak",
+          "start_year": 2016
+        },
+        {
+          "person": "Tomáš Kuchárik",
+          "start_year": 2016
+        }
+      ],
+      "new_status": "no_answer",
+      "reason": "Directory cohort is not a documented study-start year."
+    }
+  ],
+  "policy": "Only explicit study-start text is a fact. Cohort remains separate metadata; missing means unknown."
+}
diff --git a/tools/graphrag/evaluation/results/v7_preparation/source_review.csv b/tools/graphrag/evaluation/results/v7_preparation/source_review.csv
new file mode 100644
index 0000000..5c1e78c
--- /dev/null
+++ b/tools/graphrag/evaluation/results/v7_preparation/source_review.csv
@@ -0,0 +1,21 @@
+id,category,decision,reviewer,notes,sources,human_review
+fresh7-060,candidate_set_aggregation,supported_by_raw_markdown,AI direct raw-source review; not human,Literal taxonomy and explicit academic/study-start evidence checked; no directory inference.,pages/students/2016/darius_lindvai/README.md; pages/students/2019/alina_vitko/README.md,not_performed
+fresh7-066,candidate_set_aggregation,supported_by_raw_markdown,AI direct raw-source review; not human,Literal taxonomy and explicit academic/study-start evidence checked; no directory inference.,pages/students/2018/adrian_remias/README.md; pages/students/2019/patrik_pokrivcak/README.md,not_performed
+fresh7-067,conjunctive_disambiguation,supported_by_raw_markdown,AI direct raw-source review; not human,Literal taxonomy and explicit academic/study-start evidence checked; no directory inference.,pages/students/2022/oleh_poiasnik/README.md,not_performed
+fresh7-072,conjunctive_disambiguation,supported_by_raw_markdown,AI direct raw-source review; not human,Literal taxonomy and explicit academic/study-start evidence checked; no directory inference.,pages/students/2019/alina_vitko/README.md,not_performed
+fresh7-051,document_author_category_multi_hop,supported_by_raw_markdown,AI direct raw-source review; not human,Literal taxonomy and explicit academic/study-start evidence checked; no directory inference.,pages/students/2016/darius_lindvai/README.md,not_performed
+fresh7-052,document_author_category_multi_hop,supported_by_raw_markdown,AI direct raw-source review; not human,Literal taxonomy and explicit academic/study-start evidence checked; no directory inference.,pages/students/2020/vladyslav_krupko/README.md,not_performed
+fresh7-073,negative_lookup,supported_by_raw_markdown,AI direct raw-source review; not human,Literal taxonomy and explicit academic/study-start evidence checked; no directory inference.,pages/students/2017/stanislav_matsunych/README.md,not_performed
+fresh7-080,negative_lookup,supported_by_raw_markdown,AI direct raw-source review; not human,Literal taxonomy and explicit academic/study-start evidence checked; no directory inference.,pages/students/2021/oleksandr_hryshchenko/README.md,not_performed
+fresh7-041,person_keyword_title,supported_by_raw_markdown,AI direct raw-source review; not human,Literal taxonomy and explicit academic/study-start evidence checked; no directory inference.,pages/students/2021/artur_hyrenko/README.md,not_performed
+fresh7-050,person_keyword_title,supported_by_raw_markdown,AI direct raw-source review; not human,Literal taxonomy and explicit academic/study-start evidence checked; no directory inference.,pages/students/2019/kristian_sopkovic/README.md,not_performed
+fresh7-053,person_multiple_categories,supported_by_raw_markdown,AI direct raw-source review; not human,Literal taxonomy and explicit academic/study-start evidence checked; no directory inference.,pages/students/2020/pavol_hudak/README.md,not_performed
+fresh7-059,person_multiple_categories,supported_by_raw_markdown,AI direct raw-source review; not human,Literal taxonomy and explicit academic/study-start evidence checked; no directory inference.,pages/students/2018/adrian_remias/README.md,not_performed
+fresh7-031,person_title_year,supported_by_raw_markdown,AI direct raw-source review; not human,Literal taxonomy and explicit academic/study-start evidence checked; no directory inference.,pages/students/2016/patrik_pavlisin/README.md,not_performed
+fresh7-040,person_title_year,supported_by_raw_markdown,AI direct raw-source review; not human,Literal taxonomy and explicit academic/study-start evidence checked; no directory inference.,pages/students/2022/jan_ptak/README.md,not_performed
+fresh7-011,same_academic_year_pair,supported_by_raw_markdown,AI direct raw-source review; not human,Literal taxonomy and explicit academic/study-start evidence checked; no directory inference.,pages/students/2018/adrian_remias/README.md; pages/students/2018/david_omasta/README.md,not_performed
+fresh7-020,same_academic_year_pair,supported_by_raw_markdown,AI direct raw-source review; not human,Literal taxonomy and explicit academic/study-start evidence checked; no directory inference.,pages/students/2021/oleksandr_hryshchenko/README.md; pages/students/2022/jan_ptak/README.md,not_performed
+fresh7-021,same_start_year_pair,supported_by_raw_markdown,AI direct raw-source review; not human,Literal taxonomy and explicit academic/study-start evidence checked; no directory inference.,pages/students/2020/david_kostilnik/README.md; pages/students/2020/kamil_tomcufcik/README.md,not_performed
+fresh7-030,same_start_year_pair,supported_by_raw_markdown,AI direct raw-source review; not human,Literal taxonomy and explicit academic/study-start evidence checked; no directory inference.,pages/students/2021/artur_hyrenko/README.md; pages/students/2021/matej_novotny/README.md,not_performed
+fresh7-001,shared_keyword_pair,supported_by_raw_markdown,AI direct raw-source review; not human,Literal taxonomy and explicit academic/study-start evidence checked; no directory inference.,pages/interns/cesar_gutierrez/README.md; pages/students/2022/jakub_schwarc/README.md,not_performed
+fresh7-010,shared_keyword_pair,supported_by_raw_markdown,AI direct raw-source review; not human,Literal taxonomy and explicit academic/study-start evidence checked; no directory inference.,pages/students/2021/eduard_matovka/README.md; pages/students/2021/vladimir_ferko/README.md,not_performed
diff --git a/tools/graphrag/evaluation/results/v7_preparation/source_review_packet.json b/tools/graphrag/evaluation/results/v7_preparation/source_review_packet.json
new file mode 100644
index 0000000..bec4a2e
--- /dev/null
+++ b/tools/graphrag/evaluation/results/v7_preparation/source_review_packet.json
@@ -0,0 +1,751 @@
+[
+  {
+    "id": "fresh7-060",
+    "category": "candidate_set_aggregation",
+    "question": "Z kandidátov Alina Vitko, Dárius Lindvai, Adrián Remiáš vyber osoby s prácou v roku 2021. Koľko ich je?",
+    "expected_bindings": [
+      {
+        "person": "Alina Vitko",
+        "year": 2021
+      },
+      {
+        "person": "Dárius Lindvai",
+        "year": 2021
+      }
+    ],
+    "raw_sources": [
+      {
+        "path": "pages/students/2019/alina_vitko/README.md",
+        "proof": {
+          "document_path": "pages/students/2019/alina_vitko/README.md",
+          "sha256": "9b071fe2aff470c275ae027be236fe836f741f774cabb9cbbb55304a8d5102cd",
+          "field": "academic_record",
+          "academic_kind": "Work",
+          "academic_type": "bachelor_project",
+          "title": "Vytovrenie prehľadu existujúcich systémov QA.",
+          "year": 2021,
+          "heading_line": 70,
+          "title_line": 72,
+          "year_basis": "heading"
+        },
+        "raw_excerpt": "1: ---\n2: title: Alina Vitko\n3: published: true\n4: taxonomy:\n5:     category: [bp2022]\n6:     tag: [ir,qa,nlp]\n7:     author: Daniel Hladek\n8: ---\n9: \n69: \n70: ## Bakalársky projekt 2021\n71: \n72: Vytovrenie prehľadu existujúcich systémov QA.\n73: "
+      },
+      {
+        "path": "pages/students/2016/darius_lindvai/README.md",
+        "proof": {
+          "document_path": "pages/students/2016/darius_lindvai/README.md",
+          "sha256": "fcaa47bb9708a6439eec5c4b7f7b4ed6c7359e423e1d940e1aed9f44957e6d62",
+          "field": "academic_record",
+          "academic_kind": "Thesis",
+          "academic_type": "diploma_thesis",
+          "title": "Obnovenie interpunkcie pomocou hlbokých neurónových sietí",
+          "year": 2021,
+          "heading_line": null,
+          "title_line": 14,
+          "year_basis": "frontmatter_category"
+        },
+        "raw_excerpt": "1: ---\n2: title: Dárius Lindvai\n3: published: true\n4: taxonomy:\n5:     category: [dp2021,bp2019]\n6:     tag: [nn,interpunction,nlp]\n7:     author: Daniel Hladek\n8: ---\n9: # Dárius Lindvai\n13: \n14: Názov: Obnovenie interpunkcie pomocou hlbokých neurónových sietí\n15: "
+      }
+    ]
+  },
+  {
+    "id": "fresh7-066",
+    "category": "candidate_set_aggregation",
+    "question": "Z kandidátov Adrián Remiáš, Patrik Pokrivčák, Alina Vitko vyber osoby s prácou v roku 2024. Koľko ich je?",
+    "expected_bindings": [
+      {
+        "person": "Adrián Remiáš",
+        "year": 2024
+      },
+      {
+        "person": "Patrik Pokrivčák",
+        "year": 2024
+      }
+    ],
+    "raw_sources": [
+      {
+        "path": "pages/students/2018/adrian_remias/README.md",
+        "proof": {
+          "document_path": "pages/students/2018/adrian_remias/README.md",
+          "sha256": "e5bfe1d5d4e626beaa636a02d34ec58cf2cff9b0e57833905af35b80bf1465a2",
+          "field": "academic_record",
+          "academic_kind": "Thesis",
+          "academic_type": "diploma_thesis",
+          "title": null,
+          "year": 2024,
+          "heading_line": 15,
+          "title_line": null,
+          "year_basis": "heading"
+        },
+        "raw_excerpt": "1: ---\n2: title: Adrián Remiáš\n3: published: true\n4: date: 01-02-2014\n5: taxonomy:\n6:     category: [dp2024]\n7:     tag: [nlp, transformers, interpuction]\n8:     author: Daniel Hladek\n9: ---\n14: \n15: # Diplomová práca 2024\n16: "
+      },
+      {
+        "path": "pages/students/2019/patrik_pokrivcak/README.md",
+        "proof": {
+          "document_path": "pages/students/2019/patrik_pokrivcak/README.md",
+          "sha256": "3e3957ad0f7aca59d6eb64c38a3f5e21d8fd953200825d0d0e5cacabfbc35a7d",
+          "field": "academic_record",
+          "academic_kind": "Work",
+          "academic_type": "diploma_project",
+          "title": null,
+          "year": 2024,
+          "heading_line": 64,
+          "title_line": null,
+          "year_basis": "heading"
+        },
+        "raw_excerpt": "1: ---\n2: title: Patrik Pokrivčák\n3: published: true\n4: taxonomy:\n5:     category: [dp2025]\n6:     tag: [nlp, hate]\n7:     author: Daniel Hladek\n8: ---\n9: \n63: \n64: ## Diplomový projekt 2024\n65: "
+      }
+    ]
+  },
+  {
+    "id": "fresh7-067",
+    "category": "conjunctive_disambiguation",
+    "question": "Ktorá z osôb Oleh Poiasnik a Adrián Remiáš má kľúčové slovo nlp a jej práca je z roku 2025?",
+    "expected_bindings": [
+      {
+        "person": "Oleh Poiasnik",
+        "keyword": "nlp",
+        "year": 2025
+      }
+    ],
+    "raw_sources": [
+      {
+        "path": "pages/students/2022/oleh_poiasnik/README.md",
+        "proof": {
+          "document_path": "pages/students/2022/oleh_poiasnik/README.md",
+          "sha256": "c2f7dc3f61f8b4a5b43ded1e3ae4c7d3e7f874439ee6b17dd9c8d45dabc25bc8",
+          "field": "taxonomy.tag",
+          "value": "nlp"
+        },
+        "raw_excerpt": "1: ---\n2: title: Oleh Poiasnik\n3: published: true\n4: taxonomy:\n5:     category: [bp2025,dp2027]\n6:     tag: [rag,nlp]\n7:     author: Daniel Hladek\n8: ---\n9: "
+      },
+      {
+        "path": "pages/students/2022/oleh_poiasnik/README.md",
+        "proof": {
+          "document_path": "pages/students/2022/oleh_poiasnik/README.md",
+          "sha256": "c2f7dc3f61f8b4a5b43ded1e3ae4c7d3e7f874439ee6b17dd9c8d45dabc25bc8",
+          "field": "academic_record",
+          "academic_kind": "Thesis",
+          "academic_type": "bachelor_thesis",
+          "title": "Generovanie jazyka s podporou vyhľadávania v doménovo orientovaných dátach",
+          "year": 2025,
+          "heading_line": 80,
+          "title_line": 86,
+          "year_basis": "heading"
+        },
+        "raw_excerpt": "1: ---\n2: title: Oleh Poiasnik\n3: published: true\n4: taxonomy:\n5:     category: [bp2025,dp2027]\n6:     tag: [rag,nlp]\n7:     author: Daniel Hladek\n8: ---\n9: \n79: \n80: # Bakalárska práca 2025\n81: \n85: \n86: Generovanie jazyka s podporou vyhľadávania v doménovo orientovaných dátach\n87: "
+      }
+    ]
+  },
+  {
+    "id": "fresh7-072",
+    "category": "conjunctive_disambiguation",
+    "question": "Ktorá z osôb Alina Vitko a Andrii Pervashov má kľúčové slovo nlp a jej práca je z roku 2022?",
+    "expected_bindings": [
+      {
+        "person": "Alina Vitko",
+        "keyword": "nlp",
+        "year": 2022
+      }
+    ],
+    "raw_sources": [
+      {
+        "path": "pages/students/2019/alina_vitko/README.md",
+        "proof": {
+          "document_path": "pages/students/2019/alina_vitko/README.md",
+          "sha256": "9b071fe2aff470c275ae027be236fe836f741f774cabb9cbbb55304a8d5102cd",
+          "field": "taxonomy.tag",
+          "value": "nlp"
+        },
+        "raw_excerpt": "1: ---\n2: title: Alina Vitko\n3: published: true\n4: taxonomy:\n5:     category: [bp2022]\n6:     tag: [ir,qa,nlp]\n7:     author: Daniel Hladek\n8: ---\n9: "
+      },
+      {
+        "path": "pages/students/2019/alina_vitko/README.md",
+        "proof": {
+          "document_path": "pages/students/2019/alina_vitko/README.md",
+          "sha256": "9b071fe2aff470c275ae027be236fe836f741f774cabb9cbbb55304a8d5102cd",
+          "field": "academic_record",
+          "academic_kind": "Thesis",
+          "academic_type": "bachelor_thesis",
+          "title": "Systémy pre generovanie odpovede na otázku v prirodzenom jazyku",
+          "year": 2022,
+          "heading_line": 12,
+          "title_line": 14,
+          "year_basis": "heading"
+        },
+        "raw_excerpt": "1: ---\n2: title: Alina Vitko\n3: published: true\n4: taxonomy:\n5:     category: [bp2022]\n6:     tag: [ir,qa,nlp]\n7:     author: Daniel Hladek\n8: ---\n9: \n11: \n12: # Bakalárska práca 2022\n13: \n14: Systémy pre generovanie odpovede na otázku v prirodzenom jazyku\n15: "
+      }
+    ]
+  },
+  {
+    "id": "fresh7-051",
+    "category": "document_author_category_multi_hop",
+    "question": "Kto je autor dokumentu osoby Dárius Lindvai, ktorý patrí do kategórie dp2021?",
+    "expected_bindings": [
+      {
+        "person": "Dárius Lindvai",
+        "category": "dp2021",
+        "document_author": "Daniel Hladek",
+        "document_path": "pages/students/2016/darius_lindvai/README.md",
+        "same_document": true
+      }
+    ],
+    "raw_sources": [
+      {
+        "path": "pages/students/2016/darius_lindvai/README.md",
+        "proof": {
+          "document_path": "pages/students/2016/darius_lindvai/README.md",
+          "sha256": "fcaa47bb9708a6439eec5c4b7f7b4ed6c7359e423e1d940e1aed9f44957e6d62",
+          "field": "taxonomy.category",
+          "value": "dp2021"
+        },
+        "raw_excerpt": "1: ---\n2: title: Dárius Lindvai\n3: published: true\n4: taxonomy:\n5:     category: [dp2021,bp2019]\n6:     tag: [nn,interpunction,nlp]\n7:     author: Daniel Hladek\n8: ---\n9: # Dárius Lindvai"
+      },
+      {
+        "path": "pages/students/2016/darius_lindvai/README.md",
+        "proof": {
+          "document_path": "pages/students/2016/darius_lindvai/README.md",
+          "sha256": "fcaa47bb9708a6439eec5c4b7f7b4ed6c7359e423e1d940e1aed9f44957e6d62",
+          "field": "taxonomy.author",
+          "value": "Daniel Hladek"
+        },
+        "raw_excerpt": "1: ---\n2: title: Dárius Lindvai\n3: published: true\n4: taxonomy:\n5:     category: [dp2021,bp2019]\n6:     tag: [nn,interpunction,nlp]\n7:     author: Daniel Hladek\n8: ---\n9: # Dárius Lindvai"
+      }
+    ]
+  },
+  {
+    "id": "fresh7-052",
+    "category": "document_author_category_multi_hop",
+    "question": "Kto je autor dokumentu osoby Vladyslav Krupko, ktorý patrí do kategórie bp2024?",
+    "expected_bindings": [
+      {
+        "person": "Vladyslav Krupko",
+        "category": "bp2024",
+        "document_author": "Daniel Hladek",
+        "document_path": "pages/students/2020/vladyslav_krupko/README.md",
+        "same_document": true
+      }
+    ],
+    "raw_sources": [
+      {
+        "path": "pages/students/2020/vladyslav_krupko/README.md",
+        "proof": {
+          "document_path": "pages/students/2020/vladyslav_krupko/README.md",
+          "sha256": "4c28e6d38651bb2cafcbf4a18e35210cd369aef2caff6c5b0aa52fac38f0fe7d",
+          "field": "taxonomy.category",
+          "value": "bp2024"
+        },
+        "raw_excerpt": "1: ---\n2: title: Vladyslav Krupko\n3: published: true\n4: taxonomy:\n5:     category: [bp2024]\n6:     tag: [spelling]\n7:     author: Daniel Hladek\n8: ---\n9: "
+      },
+      {
+        "path": "pages/students/2020/vladyslav_krupko/README.md",
+        "proof": {
+          "document_path": "pages/students/2020/vladyslav_krupko/README.md",
+          "sha256": "4c28e6d38651bb2cafcbf4a18e35210cd369aef2caff6c5b0aa52fac38f0fe7d",
+          "field": "taxonomy.author",
+          "value": "Daniel Hladek"
+        },
+        "raw_excerpt": "1: ---\n2: title: Vladyslav Krupko\n3: published: true\n4: taxonomy:\n5:     category: [bp2024]\n6:     tag: [spelling]\n7:     author: Daniel Hladek\n8: ---\n9: "
+      }
+    ]
+  },
+  {
+    "id": "fresh7-073",
+    "category": "negative_lookup",
+    "question": "Aký názov práce má osoba Stanislav Matsunych v roku 2018?",
+    "expected_bindings": [],
+    "raw_sources": [
+      {
+        "path": "pages/students/2017/stanislav_matsunych/README.md",
+        "proof": {
+          "document_path": "pages/students/2017/stanislav_matsunych/README.md",
+          "sha256": "90ffa11eff4a4360b0252dbc53a116c3a5777b3d5dd86ce5c89c02bdd2051c73",
+          "field": "closed_world_metadata",
+          "tags": [
+            "nn",
+            "lm",
+            "nlp"
+          ],
+          "categories": [
+            "bp2020"
+          ]
+        },
+        "raw_excerpt": "1: ---\n2: title: Stanislav Matsunych\n3: published: true\n4: taxonomy:\n5:     category: [bp2020]\n6:     tag: [nn,lm,nlp]\n7:     author: Daniel Hladek\n8: ---\n9: # Stanislav Matsunych"
+      }
+    ]
+  },
+  {
+    "id": "fresh7-080",
+    "category": "negative_lookup",
+    "question": "Aký názov práce má osoba Oleksandr Hryshchenko v roku 2018?",
+    "expected_bindings": [],
+    "raw_sources": [
+      {
+        "path": "pages/students/2021/oleksandr_hryshchenko/README.md",
+        "proof": {
+          "document_path": "pages/students/2021/oleksandr_hryshchenko/README.md",
+          "sha256": "4b073992b715b6c75b79fd2c8f850a69f940966e3a61a82c625c32c945a93036",
+          "field": "closed_world_metadata",
+          "tags": [
+            "ir",
+            "nlp"
+          ],
+          "categories": [
+            "dp2026"
+          ]
+        },
+        "raw_excerpt": "1: ---\n2: title: Oleksandr Hryshchenko\n3: published: true\n4: taxonomy:\n5:     category: [dp2026]\n6:     tag: [ir,nlp]\n7:     author: Daniel Hladek\n8: ---\n9: "
+      }
+    ]
+  },
+  {
+    "id": "fresh7-041",
+    "category": "person_keyword_title",
+    "question": "Aký názov práce osoby Artur Hyrenko v roku 2026 súvisí s kľúčovým slovom dialog?",
+    "expected_bindings": [
+      {
+        "person": "Artur Hyrenko",
+        "academic_kind": "Thesis",
+        "academic_type": "diploma_thesis",
+        "year": 2026,
+        "title": "Zvýšenie bezpečnosti veľkých jazykových modelov",
+        "keyword": "dialog"
+      }
+    ],
+    "raw_sources": [
+      {
+        "path": "pages/students/2021/artur_hyrenko/README.md",
+        "proof": {
+          "document_path": "pages/students/2021/artur_hyrenko/README.md",
+          "sha256": "0568261f4ade4de5472edcfeb1ffed9abae18dc67e4050f4ce2ad088839a2bb3",
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+      },
+      {
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+      }
+    ]
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+  {
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+        "keyword": "nlp"
+      }
+    ],
+    "raw_sources": [
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+      },
+      {
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+          "field": "academic_record",
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+          "academic_type": "bachelor_thesis",
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+      }
+    ]
+  },
+  {
+    "id": "fresh7-053",
+    "category": "person_multiple_categories",
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+    "expected_bindings": [
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+        "category": "dp2025"
+      }
+    ],
+    "raw_sources": [
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+      }
+    ]
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+        "category": "dp2024"
+      }
+    ],
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+        "proof": {
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+      }
+    ]
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+  {
+    "id": "fresh7-031",
+    "category": "person_title_year",
+    "question": "Aký názov práce a rok práce sú pri osobe Patrik Pavlišin uvedené pre rok 2020?",
+    "expected_bindings": [
+      {
+        "person": "Patrik Pavlišin",
+        "academic_kind": "Thesis",
+        "academic_type": "bachelor_thesis",
+        "year": 2020,
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+      }
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+      {
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+        "proof": {
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+          "sha256": "dc1c648d7cd9b0f0e021c57f9b98189e37c100871439e7e304390715913f2763",
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+          "year": 2020,
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+      }
+    ]
+  },
+  {
+    "id": "fresh7-040",
+    "category": "person_title_year",
+    "question": "Aký názov diplomového projektu a rok práce sú pri osobe Ján Pták uvedené pre rok 2026?",
+    "expected_bindings": [
+      {
+        "person": "Ján Pták",
+        "academic_kind": "Work",
+        "academic_type": "diploma_project",
+        "year": 2026,
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+      }
+    ],
+    "raw_sources": [
+      {
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+        "proof": {
+          "document_path": "pages/students/2022/jan_ptak/README.md",
+          "sha256": "131cf053764fd5423541ebe672c3b4f5da875cfb8e4b821f1335ddb967282282",
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+      }
+    ]
+  },
+  {
+    "id": "fresh7-011",
+    "category": "same_academic_year_pair",
+    "question": "Aké spoločné roky práce spájajú osoby Adrián Remiáš a Dávid Omasta?",
+    "expected_bindings": [
+      {
+        "person": "Adrián Remiáš",
+        "year": 2024
+      },
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+        "year": 2024
+      }
+    ],
+    "raw_sources": [
+      {
+        "path": "pages/students/2018/adrian_remias/README.md",
+        "proof": {
+          "document_path": "pages/students/2018/adrian_remias/README.md",
+          "sha256": "e5bfe1d5d4e626beaa636a02d34ec58cf2cff9b0e57833905af35b80bf1465a2",
+          "field": "academic_record",
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+          "academic_type": "diploma_thesis",
+          "title": null,
+          "year": 2024,
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+          "year_basis": "heading"
+        },
+        "raw_excerpt": "1: ---\n2: title: Adrián Remiáš\n3: published: true\n4: date: 01-02-2014\n5: taxonomy:\n6:     category: [dp2024]\n7:     tag: [nlp, transformers, interpuction]\n8:     author: Daniel Hladek\n9: ---\n14: \n15: # Diplomová práca 2024\n16: "
+      },
+      {
+        "path": "pages/students/2018/david_omasta/README.md",
+        "proof": {
+          "document_path": "pages/students/2018/david_omasta/README.md",
+          "sha256": "4164051870e1e1cf8949ed18a74196e9ea789dfbe4fee24bdeb736ca42848327",
+          "field": "academic_record",
+          "academic_kind": "Thesis",
+          "academic_type": "diploma_thesis",
+          "title": "Generatívne modely pre automatické odpovede na otázky v slovenskom jazyku",
+          "year": 2024,
+          "heading_line": 19,
+          "title_line": 25,
+          "year_basis": "heading"
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+        "raw_excerpt": "1: ---\n2: title: Dávid Omasta\n3: published: true\n4: taxonomy:\n5:     category: [dp2023,dp2024]\n6:     tag: [lm]\n7:     author: Daniel Hladek\n8: ---\n9: \n18: \n19: # Diplomová práca 2024\n20: \n24: \n25: Generatívne modely pre automatické odpovede na otázky v slovenskom jazyku\n26: "
+      }
+    ]
+  },
+  {
+    "id": "fresh7-020",
+    "category": "same_academic_year_pair",
+    "question": "Aké spoločné roky práce spájajú osoby Ján Pták a Oleksandr Hryshchenko?",
+    "expected_bindings": [
+      {
+        "person": "Ján Pták",
+        "year": 2026
+      },
+      {
+        "person": "Oleksandr Hryshchenko",
+        "year": 2026
+      }
+    ],
+    "raw_sources": [
+      {
+        "path": "pages/students/2022/jan_ptak/README.md",
+        "proof": {
+          "document_path": "pages/students/2022/jan_ptak/README.md",
+          "sha256": "131cf053764fd5423541ebe672c3b4f5da875cfb8e4b821f1335ddb967282282",
+          "field": "academic_record",
+          "academic_kind": "Work",
+          "academic_type": "diploma_project",
+          "title": "Agent pre manažment záverečných prác",
+          "year": 2026,
+          "heading_line": 13,
+          "title_line": 18,
+          "year_basis": "heading"
+        },
+        "raw_excerpt": "1: ---\n2: title: Ján Pták\n3: published: true\n4: taxonomy:\n5:     category: [dp2027]\n6:     tag: [rag,nlp]\n7:     author: Daniel Hladek\n8: ---\n9: \n12: \n13: # Diplomový projekt 2026\n14: \n17: \n18: Agent pre manažment záverečných prác\n19: "
+      },
+      {
+        "path": "pages/students/2021/oleksandr_hryshchenko/README.md",
+        "proof": {
+          "document_path": "pages/students/2021/oleksandr_hryshchenko/README.md",
+          "sha256": "4b073992b715b6c75b79fd2c8f850a69f940966e3a61a82c625c32c945a93036",
+          "field": "academic_record",
+          "academic_kind": "Thesis",
+          "academic_type": "diploma_thesis",
+          "title": "Grafové neurónové siete pre získavanie informácií",
+          "year": 2026,
+          "heading_line": 13,
+          "title_line": 15,
+          "year_basis": "heading"
+        },
+        "raw_excerpt": "1: ---\n2: title: Oleksandr Hryshchenko\n3: published: true\n4: taxonomy:\n5:     category: [dp2026]\n6:     tag: [ir,nlp]\n7:     author: Daniel Hladek\n8: ---\n9: \n12: \n13: # Diplomová práca 2026\n14:  \n15: Grafové neurónové siete pre získavanie informácií\n16: "
+      }
+    ]
+  },
+  {
+    "id": "fresh7-021",
+    "category": "same_start_year_pair",
+    "question": "Porovnaj rovnaký rok začiatku štúdia osôb Dávid Kostilník a Kamil Tomčufčík.",
+    "expected_bindings": [
+      {
+        "person": "Dávid Kostilník",
+        "start_year": 2020
+      },
+      {
+        "person": "Kamil Tomčufčík",
+        "start_year": 2020
+      }
+    ],
+    "raw_sources": [
+      {
+        "path": "pages/students/2020/david_kostilnik/README.md",
+        "proof": {
+          "document_path": "pages/students/2020/david_kostilnik/README.md",
+          "sha256": "2927524b75da59a64120fc364a0fc374986fa4d364d54e52c36800762c203264",
+          "field": "start_year",
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+          "basis": "explicit_text",
+          "confidence": "documented"
+        },
+        "raw_excerpt": "1: ---\n2: title: Dávid Kostilník\n3: published: true\n4: taxonomy:\n5:     category: [dp2025]\n6:     tag: [ir]\n7:     author: Daniel Hladek\n8: ---\n9: \n10: rok začiatku štúdia: 2020"
+      },
+      {
+        "path": "pages/students/2020/kamil_tomcufcik/README.md",
+        "proof": {
+          "document_path": "pages/students/2020/kamil_tomcufcik/README.md",
+          "sha256": "9d865adf538bc6d7992ee4f4882713447da5c936fca17c43ca0f576072537048",
+          "field": "start_year",
+          "value": 2020,
+          "basis": "explicit_text",
+          "confidence": "documented"
+        },
+        "raw_excerpt": "1: ---\n2: title: Kamil Tomčufčík\n3: published: true\n4: taxonomy:\n5:     category: [dp2025]\n6:     tag: [lm]\n7:     author: Daniel Hladek\n8: ---\n9: \n10: rok začiatku štúdia: 2020"
+      }
+    ]
+  },
+  {
+    "id": "fresh7-030",
+    "category": "same_start_year_pair",
+    "question": "Porovnaj rovnaký rok začiatku štúdia osôb Artur Hyrenko a Matej Novotný.",
+    "expected_bindings": [
+      {
+        "person": "Artur Hyrenko",
+        "start_year": 2021
+      },
+      {
+        "person": "Matej Novotný",
+        "start_year": 2021
+      }
+    ],
+    "raw_sources": [
+      {
+        "path": "pages/students/2021/artur_hyrenko/README.md",
+        "proof": {
+          "document_path": "pages/students/2021/artur_hyrenko/README.md",
+          "sha256": "0568261f4ade4de5472edcfeb1ffed9abae18dc67e4050f4ce2ad088839a2bb3",
+          "field": "start_year",
+          "value": 2021,
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+          "confidence": "documented"
+        },
+        "raw_excerpt": "1: ---\n2: title: Artur Hyrenko\n3: published: true\n4: taxonomy:\n5:     category: [dp2026]\n6:     tag: [chatbot,rasa,dialog,nlp]\n7:     author: Daniel Hladek\n8: ---\n9: \n11: rok začiatku štúdia: 2021"
+      },
+      {
+        "path": "pages/students/2021/matej_novotny/README.md",
+        "proof": {
+          "document_path": "pages/students/2021/matej_novotny/README.md",
+          "sha256": "b083a7cadde532e3428dc9a57bc61456fcc5905bda91e011b96033d42bf5d9cb",
+          "field": "start_year",
+          "value": 2021,
+          "basis": "explicit_text",
+          "confidence": "documented"
+        },
+        "raw_excerpt": "1: ---\n2: title: Matej Novotný\n3: published: true\n4: taxonomy:\n5:     category: [dp2026]\n6:     tag: [nlp]\n7:     author: Daniel Hladek\n8: ---\n9: \n11: rok začiatku štúdia: 2021"
+      }
+    ]
+  },
+  {
+    "id": "fresh7-001",
+    "category": "shared_keyword_pair",
+    "question": "Over spoločné kľúčové slovo nlp pri osobách Cesar Abascal Gutierrez a Jakub Schwarc.",
+    "expected_bindings": [
+      {
+        "person": "Cesar Abascal Gutierrez",
+        "keyword": "nlp"
+      },
+      {
+        "person": "Jakub Schwarc",
+        "keyword": "nlp"
+      }
+    ],
+    "raw_sources": [
+      {
+        "path": "pages/interns/cesar_gutierrez/README.md",
+        "proof": {
+          "document_path": "pages/interns/cesar_gutierrez/README.md",
+          "sha256": "b0be60576eed28d4b1920e9acf198684519373dfc13171567247c853b3ed699e",
+          "field": "taxonomy.tag",
+          "value": "nlp"
+        },
+        "raw_excerpt": "1: ---\n2: title: Cesar Abascal Gutierrez\n3: published: true\n4: taxonomy:\n5:     category: [iaeste]\n6:     tag: [ner,nlp]\n7:     author: Daniel Hladek\n8: ---\n9: "
+      },
+      {
+        "path": "pages/students/2022/jakub_schwarc/README.md",
+        "proof": {
+          "document_path": "pages/students/2022/jakub_schwarc/README.md",
+          "sha256": "f541a8852c2b0f6f9d7182e01a34c4e3beee9bfa55427a06b331638b11eb8be6",
+          "field": "taxonomy.tag",
+          "value": "nlp"
+        },
+        "raw_excerpt": "1: ---\n2: title: Jakub Schwarc\n3: published: true\n4: taxonomy:\n5:     category: [dp2027]\n6:     tag: [nlp]\n7:     author: Daniel Hladek\n8: ---\n9: "
+      }
+    ]
+  },
+  {
+    "id": "fresh7-010",
+    "category": "shared_keyword_pair",
+    "question": "Over spoločné kľúčové slovo dialog pri osobách Eduard Matovka a Vladimír Ferko.",
+    "expected_bindings": [
+      {
+        "person": "Eduard Matovka",
+        "keyword": "dialog"
+      },
+      {
+        "person": "Vladimír Ferko",
+        "keyword": "dialog"
+      }
+    ],
+    "raw_sources": [
+      {
+        "path": "pages/students/2021/eduard_matovka/README.md",
+        "proof": {
+          "document_path": "pages/students/2021/eduard_matovka/README.md",
+          "sha256": "de2a7ae38ec87110e347956b37d0605a298ed2847f972961cc9b977da8221d43",
+          "field": "taxonomy.tag",
+          "value": "dialog"
+        },
+        "raw_excerpt": "1: ---\n2: title: Eduard Matovka\n3: published: true\n4: taxonomy:\n5:     category: [bp2024]\n6:     tag: [dialog,nlp]\n7:     author: Daniel Hladek\n8: ---\n9: "
+      },
+      {
+        "path": "pages/students/2021/vladimir_ferko/README.md",
+        "proof": {
+          "document_path": "pages/students/2021/vladimir_ferko/README.md",
+          "sha256": "68e7d311896eda2171e5eec1ec3a8da90d326ed91acaace8058f68664a50d271",
+          "field": "taxonomy.tag",
+          "value": "dialog"
+        },
+        "raw_excerpt": "1: ---\n2: title: Vladimír Ferko\n3: published: true\n4: taxonomy:\n5:     category: [bp2024]\n6:     tag: [dialog,nlp]\n7:     author: Daniel Hladek\n8: ---\n9: "
+      }
+    ]
+  }
+]
diff --git a/tools/graphrag/evaluation/source_oracle.py b/tools/graphrag/evaluation/source_oracle.py
index 387aa8b..d493093 100644
--- a/tools/graphrag/evaluation/source_oracle.py
+++ b/tools/graphrag/evaluation/source_oracle.py
@@ -231,13 +231,15 @@ def load_source_oracle(wiki_root: Path = DEFAULT_WIKI) -> dict:
         if profile_path(path) != path or not document['title']:
             continue
         family = [doc for child, doc in documents.items() if profile_path(child) == path]
-        start = re.search(r'(?:rok\s+)?zaciat\w*\s+studi\w*\s*:?\s*(20\d{2})', norm('\n'.join(document['body_lines'])))
+        start = re.search(r'(?:rok\s+)?zaciat\w*\s+studi\w*\s*:?\s*([12]\d{3})', norm('\n'.join(document['body_lines'])))
         if not start:
             start = re.search(r'beginning of the study\s*(20\d{2})', norm('\n'.join(document['body_lines'])))
         people[document['title']] = {'person': document['title'], 'profile': path, 'documents': [d['path'] for d in family],
                                      'tags': sorted({tag for d in family for tag in d['tags']}, key=norm),
                                      'categories': sorted({cat for d in family for cat in d['categories']}, key=norm),
-                                     'start_year': int(start[1]) if start else int(path.split('/')[2]) if path.startswith('pages/students/') else None,
+                                     'start_year': int(start[1]) if start else None,
+                                     'start_year_basis': 'explicit_text' if start else 'missing',
+                                     'cohort_year': int(path.split('/')[2]) if path.startswith('pages/students/') else None,
                                      'academics': extract_academics(document),
                                      'year_conflicts': [r for r in extract_academics(document)
                                                        if r['year_basis'] == 'heading' and any(category_type(cat)[0] == r['academic_type']
diff --git a/tools/graphrag/graph_search.py b/tools/graphrag/graph_search.py
index d0b4a1a..a0857d6 100644
--- a/tools/graphrag/graph_search.py
+++ b/tools/graphrag/graph_search.py
@@ -756,7 +756,7 @@ def extract_query_constraints(
         {
             int(value)
             for value in re.findall(
-                r"\b(20\d{2})\b",
+                r"\b(\d{4})\b",
                 normalized,
             )
         }
@@ -2450,6 +2450,15 @@ def search_graph_with_session(
     common = {"scope": GRAPH_SCOPE, "person_ids": person_ids, "limit": fetch_limit,
               "published_only": published_only}
     blocked_reasons = []
+    # A written year outside the current corpus is still a real constraint.
+    # Malformed/range notation is explicitly unsupported, never a global query.
+    explicit_year_tokens = re.findall(r'\b(?:roku|rokoch)\s+([^\s,?!]+)', clean_query, flags=re.I)
+    if any(re.match(r'\d', token) and not re.fullmatch(r'\d{4}[.]?', token) for token in explicit_year_tokens):
+        blocked_reasons.append('unsupported_year_constraint')
+    if constraints['mentions_start_year'] and any(
+        row.get('kind') == 'Person' and row.get('start_year') is None for row in resolved_entities
+    ):
+        blocked_reasons.append('missing_documented_start_year')
     if constraints["unresolved_keyword"]:
         blocked_reasons.append("unknown_keyword")
     if unknown_names:
diff --git a/tools/graphrag/graphrag.py b/tools/graphrag/graphrag.py
index 31b7708..d67c1c6 100644
--- a/tools/graphrag/graphrag.py
+++ b/tools/graphrag/graphrag.py
@@ -1003,9 +1003,8 @@ def extract_start_year(
     chunks: list[dict[str, Any]],
 ) -> int | None:
     pattern = re.compile(
-        r"rok\s+zaciatku\s+studia"
-        r"\s*\*?\s*:\s*\*?\s*"
-        r"(20\d{2})"
+        r"(?:(?:rok\s+)?zaciat\w*\s+studi\w*\s*\*?\s*:?\s*\*?\s*"
+        r"|beginning\s+of\s+the\s+study\s*:?\s*)([12]\d{3})"
     )
 
     for chunk in chunks:
@@ -1022,16 +1021,6 @@ def extract_start_year(
                 match.group(1)
             )
 
-    match = re.search(
-        r"pages/students/(20\d{2})/",
-        path.replace("\\", "/"),
-    )
-
-    if match:
-        return int(
-            match.group(1)
-        )
-
     return None
 
 
@@ -1685,6 +1674,9 @@ def build_graph_payload(
                 ),
             }
 
+        people[person_id]['start_year_basis'] = ('explicit_text' if people[person_id]['start_year'] is not None else 'missing')
+        people[person_id]['start_year_confidence'] = ('documented' if people[person_id]['start_year'] is not None else 'unknown')
+
         person_documents.add(
             (
                 person_id,