{ "model": "Verantyx-hle-4.6", "score": "115/2500", "accuracy": 4.6, "method": "atom_cross + knowledge_match + cross_decompose (fully LLM-free)", "split": "test", "total": 2500, "correct": 115, "time_minutes": 98, "stats": { "wiki_hits": 2298, "knowledge_match": 18, "elimination": 0, "sympy": 0, "concepts": 4375, "direct": 0, "xdec": 122 }, "config": { "DISABLE_PATTERN_DETECTORS": true, "DISABLE_CONCEPT_BOOST": true, "use_llm_decomposer": false, "mcq_always_answer": true }, "properties": { "neural_network": false, "llm": false, "hardcoded": false, "pattern_detectors": false } }