#open-book reasoning

Knowledge before Reasoning: EC-Reason-Bench, a Training-Free Diagnostic Benchmark for LLM Enzyme Classification

Linyu Li, Zhi Jin, Yichi Zhang +6

The paper introduces EC-Reason-Bench, a training-free diagnostic benchmark that evaluates why general large language models struggle with detailed enzyme classification and how per…