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

Lin, Chaohao, Zheng, Xu, Wu, Kaida et al. (2026). CriticExpert: A Lightweight Task-Specific Verification-and-Correction Framework for LLM-Generated Closed-Set Specialized Healthcare Text Coding . IEEE ACCESS, 14 147779-147799. 10.1109/ACCESS.2026.3736407

cited authors

  • Lin, Chaohao; Zheng, Xu; Wu, Kaida; Bai, Ou

authors

publication date

  • January 1, 2026

published in

keywords

  • Accuracy
  • Codes
  • Computer Science
  • Computer Science, Information Systems
  • Encoding
  • Engineering
  • Engineering, Electrical & Electronic
  • Head
  • Healthcare text coding
  • Labeling
  • Large language models
  • Medical services
  • Modeling
  • Science & Technology
  • Technology
  • Telecommunications
  • Timing
  • Tuning
  • dyadic parent-child interaction coding system
  • knowledge distillation
  • lightweight critic models
  • small language models
  • trustworthy LLMs

Digital Object Identifier (DOI)

publisher

  • IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC

start page

  • 147779

end page

  • 147799

volume

  • 14