---
task_categories:
- text-generation
language:
- zh
- en
tags:
- medical
pretty_name: r
size_categories:
- 1K<n<10K
---


![image/png](https://cdn-uploads.huggingface.co/production/uploads/661f3d06ace1e7fc65062acb/Sgo7AvCIM9s55hel3VRBO.png)


# ClinBench-HPB: A Clinical Benchmark for Evaluating LLMs in Hepato-Pancreato-Biliary Diseases

ClinBench-HPB is a comprehensive benchmark dataset specifically designed to evaluate the performance of Large Language Models (LLMs) in the field of hepatobiliary and pancreatic diseases.

## Dataset Overview

This dataset consists of five carefully constructed subsets covering different data sources and question types:

### 1. CNQA (Chinese Questions & Answers)
- **2000 Chinese multiple-choice questions**
- Includes single-choice and multiple-choice questions  
- Each question may have **one or more** correct answers  

### 2. ENQA (English Questions & Answers)
- **1535 English multiple-choice questions**  
- Each question has **exactly one** correct answer  

### 3. Journal
- **120** open diagnostic cases from authoritative medical journals  

### 4. Website
- **167** diagnostic cases from professional medical websites and case-sharing platforms  

### 5. Hospital
- **50** real-world diagnostic cases from partner hospitals (anonymized)  

## Key Features

- **Comprehensiveness**: Covers multiple subspecialties of HPB diseases  

- **Diversity**: Includes both multiple-choice questions and real clinical cases  

- **High Quality**: All data reviewed by medical experts  

- **Multilingual**: Supports both Chinese and English evaluation  

## Usage Suggestions

This dataset is suitable for:

1. Evaluating LLMs' medical knowledge in HPB diseases  

2. Comparing model performance on medical QA tasks  

3. Developing medical education applications  

4. Evaluating clinical decision support systems  

## Notice

This benchmark is for research purposes only and does not constitute medical advice. Always consult healthcare professionals for clinical decisions. This dataset is licensed for **academic research only**. **Commercial use is strictly prohibited**. No modification, distribution, or use in commercial products is permitted without explicit authorization. If you believe this dataset infringes your rights, please contact us via: Email: yuchong.li@connect.polyu.hk



## Citation

If you use ClinBench-HPB in your research, please cite our work:

```bibtex
@misc{li2025clinbenchhpbclinicalbenchmarkevaluating,
      title={ClinBench-HPB: A Clinical Benchmark for Evaluating LLMs in Hepato-Pancreato-Biliary Diseases}, 
      author={Yuchong Li and Xiaojun Zeng and Chihua Fang and Jian Yang and Fucang Jia and Lei Zhang},
      year={2025},
      eprint={2506.00095},
      archivePrefix={arXiv},
      primaryClass={cs.CY},
      url={https://arxiv.org/abs/2506.00095}, 
}