{ "model_type": "verantyx-hle", "architectures": ["VerantyxHLESolver"], "task": "humanity-last-exam", "approach": "rule-based-symbolic", "framework": "pure-python", "score": { "full_2500": "115/2500 = 4.6%", "method": "atom_cross + knowledge_match + cross_decompose" }, "llm": false, "neural_network": false, "pattern_detectors": false, "concept_boost": false, "mcq_strategy": "always_answer", "wrong_answer_penalty": false, "requirements": "Python 3.8+ (wikipedia API only)" }