{"type": "article", "title": "Knowledge before Reasoning: EC-Reason-Bench, a Training-Free Diagnostic Benchmark for LLM Enzyme Classification", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/knowledge-before-reasoning-ec-reason-bench-a-training-free-diagnostic-benchmark", "original_source": "https://www.machinebrief.com/news/knowledge-before-reasoning-ec-reason-bench-a-training-free-d-njyc", "published": "2026-07-30T04:00:00+00:00", "accessed": "2026-07-30", "id": "knowledge-before-reasoning-ec-reason-bench-a-training-free-diagnostic-benchmark"}