protein-function

This paper introduces EC-Reason-Bench, a training-free diagnostic benchmark to analyze why general LLMs fail on enzyme EC number prediction. It finds that external knowledge is decisive and must precede reasoning, and that reasoning over evidence acts as an arbiter of conflicting nearest neighbors rather than a source of new knowledge.