{ "release": "graphrag-v7-frozen", "graph_dev": { "questions": 1046, "source_checked_count": 1046, "all_facts_supported_count": 1046, "strict_count": 1046, "strict_accuracy": 1.0, "error_count": 0, "value_score": 1.0, "entity_score": 1.0, "relation_score": 1.0, "property_score": 1.0, "relation_choice_score": 1.0, "document_recall": 1.0, "source_recall": 1.0, "binding_score": 1.0, "path_score": 1.0, "answerability_accuracy": 1.0, "latency_mean_seconds": 0.081848, "latency_median_seconds": 0.071172, "latency_p95_seconds": 0.113998 }, "graph_new_test": { "questions": 80, "source_checked_count": 80, "all_facts_supported_count": 80, "strict_count": 80, "strict_accuracy": 1.0, "error_count": 0, "value_score": 1.0, "entity_score": 1.0, "relation_score": 1.0, "property_score": 1.0, "relation_choice_score": 1.0, "document_recall": 1.0, "source_recall": 1.0, "binding_score": 1.0, "path_score": 1.0, "answerability_accuracy": 1.0, "latency_mean_seconds": 0.093012, "latency_median_seconds": 0.091794, "latency_p95_seconds": 0.127876 }, "graph_historical_regression": { "questions": 320, "source_checked_count": 320, "all_facts_supported_count": 320, "strict_count": 320, "strict_accuracy": 1.0, "error_count": 0, "value_score": 1.0, "entity_score": 1.0, "relation_score": 1.0, "property_score": 1.0, "relation_choice_score": 1.0, "document_recall": 1.0, "source_recall": 1.0, "binding_score": 1.0, "path_score": 1.0, "answerability_accuracy": 1.0, "latency_mean_seconds": 0.081877, "latency_median_seconds": 0.078039, "latency_p95_seconds": 0.119541 }, "model_dev": { "questions": 46, "correct": 46, "accuracy": 1.0, "errors": 0, "first_pass_correct": 45, "format_repair_attempted": 1, "corrective_request_count": 1, "context_repair_attempted": 0, "normalized_first_response": 0 }, "model_new_test": { "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 }, "model_historical_regression": { "questions": 320, "correct": 319, "accuracy": 0.996875, "errors": 0, "first_pass_correct": 310, "format_repair_attempted": 3, "corrective_request_count": 10, "context_repair_attempted": 7, "normalized_first_response": 0 }, "model_new_test_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 } }, "model_regression_by_category": { "candidate_set_aggregation": { "questions": 32, "correct": 32, "accuracy": 1.0 }, "conjunctive_disambiguation": { "questions": 40, "correct": 39, "accuracy": 0.975 }, "document_author_category_multi_hop": { "questions": 24, "correct": 24, "accuracy": 1.0 }, "negative_lookup": { "questions": 32, "correct": 32, "accuracy": 1.0 }, "person_keyword_title": { "questions": 32, "correct": 32, "accuracy": 1.0 }, "person_multiple_categories": { "questions": 24, "correct": 24, "accuracy": 1.0 }, "person_title_year": { "questions": 24, "correct": 24, "accuracy": 1.0 }, "same_academic_year_pair": { "questions": 40, "correct": 40, "accuracy": 1.0 }, "same_start_year_pair": { "questions": 32, "correct": 32, "accuracy": 1.0 }, "shared_keyword_pair": { "questions": 40, "correct": 40, "accuracy": 1.0 } }, "protocol": { "seed": 20261026, "dev_count": 1046, "fresh_test_count": 80, "test_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 }, "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." }, "tests": { "passed": 591, "skipped": 0 }, "source_review": { "sample": 20, "supported": 20, "reviewer": "AI direct raw Markdown review, not human" }, "functional_scenarios": { "passed": 9, "total": 9 }, "historical_rag_replay": { "passed": 5, "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." ] }