diff --git a/evaluation/results/rag_answers_dev_selected.csv b/evaluation/results/rag_answers_dev_selected.csv
index 93d0a6f..d566988 100644
--- a/evaluation/results/rag_answers_dev_selected.csv
+++ b/evaluation/results/rag_answers_dev_selected.csv
@@ -1,4 +1,13 @@
 id,split,category,difficulty,question,requested_model,response_model,tool_called,tool_call_count,answer_contains_score,source_url_score,should_answer_score,overall_score,strict_pass,expected_answer_contains,expected_source_urls,rag_source_urls,answer,first_model_latency_seconds,tool_latency_seconds,final_model_latency_seconds,total_latency_seconds,prompt_tokens,completion_tokens,total_tokens,error
-q0005,dev,paraphrase,medium,Akej téme sa venuje diplomová práca Jána Holpa?,model120-fast,Qwen3.5-122B-A10B-Q4_K_M,True,1,1.0,1.0,1.0,1.0,True,"[""Systém získavania informácií v slovenskom jazyku""]","[""https://zp.kemt.fei.tuke.sk/students/2016/jan_holp""]","[""https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny"", ""https://zp.kemt.fei.tuke.sk/students/2016/jan_holp"", ""https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura"", ""https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"", ""https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik""]","Diplomová práca Jána Holpa sa venuje téme Systém získavania informácií v slovenskom jazyku.
+q0005,dev,paraphrase,medium,Aká téma diplomovej práce je uvedená pri osobe „Ján Holp“?,model120-fast,Qwen3.5-122B-A10B-Q4_K_M,True,1,1.0,1.0,1.0,1.0,True,"[""Systém získavania informácií v slovenskom jazyku""]","[""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/2017/martin_jancura"", ""https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky"", ""https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus"", ""https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik""]","Témou diplomovej práce Jána Holpa je „Systém získavania informácií v slovenskom jazyku"".
 
-Zdroj: https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",1.951634,0.058957,5.793241,7.804296,6651,123,6774,
+Zdroj: https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",1.828308,0.129755,5.880594,7.839001,6761,106,6867,
+q0106,dev,paraphrase,medium,Aká téma bakalárskej práce je uvedená pri osobe „Patrik Pavlišin“?,model120-fast,Qwen3.5-122B-A10B-Q4_K_M,True,1,1.0,1.0,1.0,1.0,True,"[""Metódy automatického prekladu""]","[""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/students/2016/jan_holp"", ""https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan"", ""https://zp.kemt.fei.tuke.sk/students/2019/david_stromp"", ""https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko""]","Témou bakalárskej práce Patrika Pavlišina je „Metódy automatického prekladu"".
+
+Zdroj: https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",1.348684,0.060836,5.749333,7.159101,6608,94,6702,
+q0382,dev,paraphrase,medium,Aká téma diplomového projektu je uvedená pri osobe „Ján Pták“?,model120-fast,Qwen3.5-122B-A10B-Q4_K_M,True,1,1.0,1.0,1.0,1.0,True,"[""Agent pre manažment záverečných prác""]","[""https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak""]","[""https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak""]","Pri osobe Ján Pták je uvedená téma diplomového projektu Agent pre manažment záverečných prác.
+
+Zdroj: https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",1.453879,0.039251,3.338716,4.832013,3161,101,3262,
+q0441,dev,paraphrase,medium,Aká téma bakalárskej práce je uvedená pri osobe „Yevhenii Medushivskyi“?,model120-fast,Qwen3.5-122B-A10B-Q4_K_M,True,1,0.0,1.0,1.0,0.75,False,"[""Získavanie textu z webových stránok""]","[""https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi""]","[""https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi"", ""https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov"", ""https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"", ""https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh"", ""https://zp.kemt.fei.tuke.sk/students/2022/serhii_yemets""]","V dostupných dokumentoch ZP Wiki sa explicitne uvedená téma bakalárskej práce pre Yevhenii Medushivskyi nenachádza, dokument však obsahuje zoznam úloh a cieľov práce zameraných na vytvorenie crawlera, text mining a natrénoval prediktor získaného textu.
+
+Zdroj: https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",1.570533,0.063093,7.048205,8.682057,7356,159,7515,
diff --git a/evaluation/results/rag_answers_dev_selected.json b/evaluation/results/rag_answers_dev_selected.json
index 12a6372..43b2994 100644
--- a/evaluation/results/rag_answers_dev_selected.json
+++ b/evaluation/results/rag_answers_dev_selected.json
@@ -1,60 +1,72 @@
 {
-  "generated_at": "2026-08-15T21:23:09.401870+00:00",
+  "generated_at": "2026-08-15T22:03:41.030876+00:00",
   "status": "complete",
-  "split": "dev",
-  "requested_model": "model120-fast",
-  "questions_path": "/home/janko/DP/zp-agent/evaluation/questions.json",
-  "openwebui_url": "https://ui.tukekemt.xyz/api/chat/completions",
-  "rag_url": "http://localhost:8000/rag",
+  "configuration": {
+    "questions_file": "/home/janko/DP/zp-agent/evaluation/json_files/questions.json",
+    "overrides_file": "/home/janko/DP/zp-agent/evaluation/json_files/rag_answer_overrides.json",
+    "applied_override_ids": [
+      "q0005",
+      "q0106",
+      "q0382",
+      "q0441"
+    ],
+    "split": "dev",
+    "selected_question_count": 4,
+    "requested_model": "model120-fast",
+    "openwebui_url": "https://ui.tukekemt.xyz/api/chat/completions",
+    "rag_url": "http://localhost:8000/rag",
+    "timeout": 180,
+    "delay": 0.0
+  },
   "summary": {
-    "total": 1,
-    "completed": 1,
+    "total": 4,
+    "completed": 4,
     "errors": 0,
     "tool_call_rate": 1.0,
-    "answer_contains_score": 1.0,
+    "answer_contains_score": 0.75,
     "source_url_score": 1.0,
     "should_answer_score": 1.0,
-    "overall_score": 1.0,
-    "strict_pass_count": 1,
-    "strict_pass_rate": 1.0,
-    "mean_latency_seconds": 7.804296,
-    "prompt_tokens": 6651,
-    "completion_tokens": 123,
-    "total_tokens": 6774,
+    "overall_score": 0.9375,
+    "strict_pass_count": 3,
+    "strict_pass_rate": 0.75,
+    "mean_latency_seconds": 7.128043,
+    "prompt_tokens": 23886,
+    "completion_tokens": 460,
+    "total_tokens": 24346,
     "by_category": {
       "paraphrase": {
-        "total": 1,
-        "completed": 1,
+        "total": 4,
+        "completed": 4,
         "errors": 0,
         "tool_call_rate": 1.0,
-        "answer_contains_score": 1.0,
+        "answer_contains_score": 0.75,
         "source_url_score": 1.0,
         "should_answer_score": 1.0,
-        "overall_score": 1.0,
-        "strict_pass_count": 1,
-        "strict_pass_rate": 1.0,
-        "mean_latency_seconds": 7.804296,
-        "prompt_tokens": 6651,
-        "completion_tokens": 123,
-        "total_tokens": 6774
+        "overall_score": 0.9375,
+        "strict_pass_count": 3,
+        "strict_pass_rate": 0.75,
+        "mean_latency_seconds": 7.128043,
+        "prompt_tokens": 23886,
+        "completion_tokens": 460,
+        "total_tokens": 24346
       }
     },
     "by_difficulty": {
       "medium": {
-        "total": 1,
-        "completed": 1,
+        "total": 4,
+        "completed": 4,
         "errors": 0,
         "tool_call_rate": 1.0,
-        "answer_contains_score": 1.0,
+        "answer_contains_score": 0.75,
         "source_url_score": 1.0,
         "should_answer_score": 1.0,
-        "overall_score": 1.0,
-        "strict_pass_count": 1,
-        "strict_pass_rate": 1.0,
-        "mean_latency_seconds": 7.804296,
-        "prompt_tokens": 6651,
-        "completion_tokens": 123,
-        "total_tokens": 6774
+        "overall_score": 0.9375,
+        "strict_pass_count": 3,
+        "strict_pass_rate": 0.75,
+        "mean_latency_seconds": 7.128043,
+        "prompt_tokens": 23886,
+        "completion_tokens": 460,
+        "total_tokens": 24346
       }
     }
   },
@@ -64,7 +76,8 @@
       "split": "dev",
       "category": "paraphrase",
       "difficulty": "medium",
-      "question": "Akej téme sa venuje diplomová práca Jána Holpa?",
+      "question": "Aká téma diplomovej práce je uvedená pri osobe „Ján Holp“?",
+      "override_applied": true,
       "requested_model": "model120-fast",
       "expected_documents": [
         "pages/students/2016/jan_holp/README.md"
@@ -77,42 +90,41 @@
       ],
       "should_answer": true,
       "note": null,
-      "answer": "Diplomová práca Jána Holpa sa venuje téme Systém získavania informácií v slovenskom jazyku.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
+      "answer": "Témou diplomovej práce Jána Holpa je „Systém získavania informácií v slovenskom jazyku\".\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
       "tool_called": true,
       "tool_call_count": 1,
       "tool_calls": [
         {
           "name": "retrieve_zpwiki_context",
           "arguments": {
-            "query": "diplomová práca Jána Holpa téma",
-            "limit": 5,
-            "published_only": true
+            "query": "téma diplomovej práce Ján Holp",
+            "limit": 5
           },
-          "latency_seconds": 0.058957,
+          "latency_seconds": 0.129755,
           "source_urls": [
-            "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
             "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
             "https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura",
             "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
+            "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus",
             "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"
           ]
         }
       ],
       "rag_source_urls": [
-        "https://zp.kemt.fei.tuke.sk/students/2021/matej_novotny",
         "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
         "https://zp.kemt.fei.tuke.sk/students/2017/martin_jancura",
         "https://zp.kemt.fei.tuke.sk/students/2022/jan_malinovsky",
+        "https://zp.kemt.fei.tuke.sk/students/2016/maros_harahus",
         "https://zp.kemt.fei.tuke.sk/students/2016/tomas_kucharik"
       ],
-      "first_model_latency_seconds": 1.951634,
-      "tool_latency_seconds": 0.058957,
-      "final_model_latency_seconds": 5.793241,
-      "total_latency_seconds": 7.804296,
+      "first_model_latency_seconds": 1.828308,
+      "tool_latency_seconds": 0.129755,
+      "final_model_latency_seconds": 5.880594,
+      "total_latency_seconds": 7.839001,
       "usage": {
-        "prompt_tokens": 6651,
-        "completion_tokens": 123,
-        "total_tokens": 6774
+        "prompt_tokens": 6761,
+        "completion_tokens": 106,
+        "total_tokens": 6867
       },
       "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
       "answer_matches": [
@@ -130,6 +142,213 @@
       "overall_score": 1.0,
       "strict_pass": true,
       "error": null
+    },
+    {
+      "id": "q0106",
+      "split": "dev",
+      "category": "paraphrase",
+      "difficulty": "medium",
+      "question": "Aká téma bakalárskej práce je uvedená pri osobe „Patrik Pavlišin“?",
+      "override_applied": true,
+      "requested_model": "model120-fast",
+      "expected_documents": [
+        "pages/students/2016/patrik_pavlisin/README.md"
+      ],
+      "expected_source_urls": [
+        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin"
+      ],
+      "expected_answer_contains": [
+        "Metódy automatického prekladu"
+      ],
+      "should_answer": true,
+      "note": null,
+      "answer": "Témou bakalárskej práce Patrika Pavlišina je „Metódy automatického prekladu\".\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
+      "tool_called": true,
+      "tool_call_count": 1,
+      "tool_calls": [
+        {
+          "name": "retrieve_zpwiki_context",
+          "arguments": {
+            "query": "Patrik Pavlišin bakalárska práca téma"
+          },
+          "latency_seconds": 0.060836,
+          "source_urls": [
+            "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
+            "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
+            "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
+            "https://zp.kemt.fei.tuke.sk/students/2019/david_stromp",
+            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
+          ]
+        }
+      ],
+      "rag_source_urls": [
+        "https://zp.kemt.fei.tuke.sk/students/2016/patrik_pavlisin",
+        "https://zp.kemt.fei.tuke.sk/students/2016/jan_holp",
+        "https://zp.kemt.fei.tuke.sk/students/2020/matej_kobylan",
+        "https://zp.kemt.fei.tuke.sk/students/2019/david_stromp",
+        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko"
+      ],
+      "first_model_latency_seconds": 1.348684,
+      "tool_latency_seconds": 0.060836,
+      "final_model_latency_seconds": 5.749333,
+      "total_latency_seconds": 7.159101,
+      "usage": {
+        "prompt_tokens": 6608,
+        "completion_tokens": 94,
+        "total_tokens": 6702
+      },
+      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
+      "answer_matches": [
+        true
+      ],
+      "answer_contains_score": 1.0,
+      "source_matches": [
+        true
+      ],
+      "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,
+      "error": null
+    },
+    {
+      "id": "q0382",
+      "split": "dev",
+      "category": "paraphrase",
+      "difficulty": "medium",
+      "question": "Aká téma diplomového projektu je uvedená pri osobe „Ján Pták“?",
+      "override_applied": true,
+      "requested_model": "model120-fast",
+      "expected_documents": [
+        "pages/students/2022/jan_ptak/README.md"
+      ],
+      "expected_source_urls": [
+        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
+      ],
+      "expected_answer_contains": [
+        "Agent pre manažment záverečných prác"
+      ],
+      "should_answer": true,
+      "note": null,
+      "answer": "Pri osobe Ján Pták je uvedená téma diplomového projektu Agent pre manažment záverečných prác.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak",
+      "tool_called": true,
+      "tool_call_count": 1,
+      "tool_calls": [
+        {
+          "name": "retrieve_zpwiki_context",
+          "arguments": {
+            "query": "Ján Pták diplomový projekt téma",
+            "limit": 5
+          },
+          "latency_seconds": 0.039251,
+          "source_urls": [
+            "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
+          ]
+        }
+      ],
+      "rag_source_urls": [
+        "https://zp.kemt.fei.tuke.sk/students/2022/jan_ptak"
+      ],
+      "first_model_latency_seconds": 1.453879,
+      "tool_latency_seconds": 0.039251,
+      "final_model_latency_seconds": 3.338716,
+      "total_latency_seconds": 4.832013,
+      "usage": {
+        "prompt_tokens": 3161,
+        "completion_tokens": 101,
+        "total_tokens": 3262
+      },
+      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
+      "answer_matches": [
+        true
+      ],
+      "answer_contains_score": 1.0,
+      "source_matches": [
+        true
+      ],
+      "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,
+      "error": null
+    },
+    {
+      "id": "q0441",
+      "split": "dev",
+      "category": "paraphrase",
+      "difficulty": "medium",
+      "question": "Aká téma bakalárskej práce je uvedená pri osobe „Yevhenii Medushivskyi“?",
+      "override_applied": true,
+      "requested_model": "model120-fast",
+      "expected_documents": [
+        "pages/students/2023/yevhenii_medushivskyi/README.md"
+      ],
+      "expected_source_urls": [
+        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi"
+      ],
+      "expected_answer_contains": [
+        "Získavanie textu z webových stránok"
+      ],
+      "should_answer": true,
+      "note": null,
+      "answer": "V dostupných dokumentoch ZP Wiki sa explicitne uvedená téma bakalárskej práce pre Yevhenii Medushivskyi nenachádza, dokument však obsahuje zoznam úloh a cieľov práce zameraných na vytvorenie crawlera, text mining a natrénoval prediktor získaného textu.\n\nZdroj: https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
+      "tool_called": true,
+      "tool_call_count": 1,
+      "tool_calls": [
+        {
+          "name": "retrieve_zpwiki_context",
+          "arguments": {
+            "query": "Yevhenii Medushivskyi téma bakalárskej práce",
+            "limit": 5
+          },
+          "latency_seconds": 0.063093,
+          "source_urls": [
+            "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
+            "https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov",
+            "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
+            "https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh",
+            "https://zp.kemt.fei.tuke.sk/students/2022/serhii_yemets"
+          ]
+        }
+      ],
+      "rag_source_urls": [
+        "https://zp.kemt.fei.tuke.sk/students/2023/yevhenii_medushivskyi",
+        "https://zp.kemt.fei.tuke.sk/students/2022/yevhenii_leonov",
+        "https://zp.kemt.fei.tuke.sk/students/2019/michal_stromko",
+        "https://zp.kemt.fei.tuke.sk/students/2018/oleh_bilykh",
+        "https://zp.kemt.fei.tuke.sk/students/2022/serhii_yemets"
+      ],
+      "first_model_latency_seconds": 1.570533,
+      "tool_latency_seconds": 0.063093,
+      "final_model_latency_seconds": 7.048205,
+      "total_latency_seconds": 8.682057,
+      "usage": {
+        "prompt_tokens": 7356,
+        "completion_tokens": 159,
+        "total_tokens": 7515
+      },
+      "response_model": "Qwen3.5-122B-A10B-Q4_K_M",
+      "answer_matches": [
+        false
+      ],
+      "answer_contains_score": 0.0,
+      "source_matches": [
+        true
+      ],
+      "source_url_score": 1.0,
+      "should_answer_ok": true,
+      "should_answer_score": 1.0,
+      "returned_no_answer": false,
+      "tool_score": 1.0,
+      "overall_score": 0.75,
+      "strict_pass": false,
+      "error": null
     }
   ]
 }