LLM-CARe: Critic-Adviser-Reviser Cyclic Refinement for EMR Corpus Generation

This repository contains the implementation for ICLR 2026 paper "LLM-CARe: Critic-Adviser-Reviser Cyclic Refinement for EMR Corpus Generation".

Requirements

• Python
• vLLM
• A chat-capable LLM supported by vLLM

Install dependencies:

pip install vllm

Quick Start

Edit the paths in llmcare.py and run:

python llmcare.py

Citation

If you use this code, please cite the paper:

@inproceedings{ning2026criticadviserreviser,
    title={Critic{\textendash}Adviser{\textendash}Reviser Cyclic Refinement: Towards High-Quality {EMR} Corpus Generation with {LLM}s},
    author={Chen Ning and Xien Liu and Chenwei Yan and Xiao Zhang and Xinxin You and Yuxuan Zhou and Xiangling Fu and Ji Wu},
    booktitle={The Fourteenth International Conference on Learning Representations},
    year={2026},
    url={https://openreview.net/forum?id=7y11BdJIOp}
}