O. Bai

CriticExpert: A Lightweight Task-Specific Verification-and-Correction Framework for LLM-Generated Closed-Set Specialized Healthcare Text Coding

Large language models (LLMs) have shown promise for healthcare text coding through in-context learning, yet their generated codes may still suffer from hallucination, inconsistency, and overconfidence. Although LLM-as-a-judge methods provide a flexible way to evaluate generated outputs, they are often computationally e...