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--- |
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task_categories: |
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- text-generation |
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language: |
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- zh |
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- en |
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tags: |
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- medical |
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pretty_name: r |
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size_categories: |
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- 1K<n<10K |
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--- |
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# ClinBench-HPB: A Clinical Benchmark for Evaluating LLMs in Hepato-Pancreato-Biliary Diseases |
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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. |
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## Dataset Overview |
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This dataset consists of five carefully constructed subsets covering different data sources and question types: |
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### 1. CNQA (Chinese Questions & Answers) |
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- **2000 Chinese multiple-choice questions** |
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- Includes single-choice and multiple-choice questions |
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- Each question may have **one or more** correct answers |
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### 2. ENQA (English Questions & Answers) |
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- **1535 English multiple-choice questions** |
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- Each question has **exactly one** correct answer |
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### 3. Journal |
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- **120** open diagnostic cases from authoritative medical journals |
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### 4. Website |
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- **167** diagnostic cases from professional medical websites and case-sharing platforms |
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### 5. Hospital |
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- **50** real-world diagnostic cases from partner hospitals (anonymized) |
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## Key Features |
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- **Comprehensiveness**: Covers multiple subspecialties of HPB diseases |
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- **Diversity**: Includes both multiple-choice questions and real clinical cases |
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- **High Quality**: All data reviewed by medical experts |
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- **Multilingual**: Supports both Chinese and English evaluation |
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## Usage Suggestions |
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This dataset is suitable for: |
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1. Evaluating LLMs' medical knowledge in HPB diseases |
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2. Comparing model performance on medical QA tasks |
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3. Developing medical education applications |
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4. Evaluating clinical decision support systems |
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## Notice |
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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 |
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## Citation |
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If you use ClinBench-HPB in your research, please cite our work: |
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```bibtex |
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@misc{li2025clinbenchhpbclinicalbenchmarkevaluating, |
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title={ClinBench-HPB: A Clinical Benchmark for Evaluating LLMs in Hepato-Pancreato-Biliary Diseases}, |
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author={Yuchong Li and Xiaojun Zeng and Chihua Fang and Jian Yang and Fucang Jia and Lei Zhang}, |
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year={2025}, |
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eprint={2506.00095}, |
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archivePrefix={arXiv}, |
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primaryClass={cs.CY}, |
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url={https://arxiv.org/abs/2506.00095}, |
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} |
