EC-Reason-Bench: training-free diagnostic benchmark for LLM enzyme classification

The EC-Reason-Bench benchmark diagnoses LLM hierarchical enzyme classification. It reveals an anomaly where LLMs correctly predict the coarse EC level but fail on the complete EC number.