{ "completed_at_utc": "2026-10-25T16:30:27.413476+00:00", "release": "v5.1", "release_tag": "graphrag-v5.1-frozen", "evaluation_kind": "historical_regression", "graph_dev": { "questions": 722, "source_checked_count": 722, "all_facts_supported_count": 722, "strict_count": 722, "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": 0.042052, "latency_median_seconds": 0.040355, "latency_p95_seconds": 0.052196 }, "graph_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": 0.042475, "latency_median_seconds": 0.042369, "latency_p95_seconds": 0.049721 }, "generation_dev": { "questions": 39, "correct": 38, "accuracy": 0.9743589743589743, "errors": 0, "first_pass_correct": 38, "format_repair_attempted": 0, "normalized_first_response": 0 }, "generation_regression": { "questions": 320, "correct": 317, "accuracy": 0.990625, "errors": 0, "first_pass_correct": 317, "format_repair_attempted": 0, "normalized_first_response": 0 }, "generation_regression_by_category": { "candidate_set_aggregation": { "questions": 32, "correct": 32, "accuracy": 1.0 }, "conjunctive_disambiguation": { "questions": 40, "correct": 40, "accuracy": 1.0 }, "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": 30, "accuracy": 0.9375 }, "person_multiple_categories": { "questions": 24, "correct": 24, "accuracy": 1.0 }, "person_title_year": { "questions": 24, "correct": 23, "accuracy": 0.9583333333333334 }, "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 } }, "generation_failure_reasons": { "unsupported_claim": 1, "answerability": 2 }, "comparison_v4_test_300": { "questions": 300, "v4_correct": 281, "v5_1_correct": 297 }, "actual_models": { "Qwen3.5-122B-A10B-Q4_K_M": 320 }, "all_attempt_token_usage": { "completion_tokens": 57707, "prompt_tokens": 362926, "total_tokens": 420633 }, "target": 0.92, "target_met": true, "automated_tests": { "passed": 525, "skipped": 4, "failed": 0 }, "development_overlap_in_final_generation": 39, "attempt_history": [ { "name": "strict DEV before assignment-title fix", "correct": 719, "questions": 722 }, { "name": "v5 graph regression", "correct": 319, "questions": 320 }, { "name": "v5 generation DEV", "correct": 38, "questions": 39 } ], "point_3_status": { "3.1": "Completed for v5.1 historical regression with declared limitations", "3.2": "Completed for v5.1 historical regression with declared limitations", "3.3": "Completed for v5.1 historical regression with declared limitations", "3.4": "Completed for v5.1 historical regression with declared limitations", "3.5": "Completed for v5.1 historical regression with declared limitations", "3.6": "Completed for v5.1 historical regression with declared limitations" }, "limitations": [ "Known questions, profiles, templates and corpus. This is not a new independent holdout.", "39 development questions occur in the final 320-case generation regression.", "Strict criteria and JSON handling changed relative to v4; comparisons are descriptive, not a controlled causal experiment.", "Independent rule-based raw-source oracle, not independent human annotation of the full dataset.", "Checks typed factual claims, bindings, citations and required prose values; not a semantic judge of every possible sentence.", "OpenWebUI API receives locally supplied graph context; native tool routing remains point 4.", "Shared-context contract forwarding and further cross-cutting work are deferred as requested.", "External model weights are controlled by the provider; repeated requests may differ." ] }