{ "candidate_count": 396, "benchmark_rows": 44441, "benchmark_unique_stems": 41508, "quarantine_policy": "QIMMA prompts are read only from isolated evaluation artifacts. Temporary plain-text exports are deleted after scanning; deliverables contain only task/id-derived hashes and similarity scores.", "normalization": "NFKC, Arabic diacritics/tatweel removal, alef/ya normalization", "fuzzy_method": "RapidFuzz WRatio on normalized question stems", "semantic_model": "sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2", "thresholds": { "fuzzy": 92.0, "semantic_cosine": 0.92 }, "exact_matches": 0, "flagged_for_manual_review": 0, "max_fuzzy_score": 90.0, "max_semantic_score": 0.886279 }