Datasets:
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README.md
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---
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language: zh
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license: cc-by-4.0
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datasets:
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- CPsyExam
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# CPsyExam Dataset
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CPsyExam is a comprehensive dataset designed for evaluating Chinese psychological examination capabilities in large language models.
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## Dataset Description
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The CPsyExam dataset is structured to assess psychological examination competencies in a Chinese context. It provides a standardized way to evaluate how well language models can handle psychological assessment tasks. The dataset contains multiple-choice questions from various psychological domains, including clinical and counseling psychology.
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## News 🔥
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- **December 9, 2024**: Official website launched at [https://cpsyexam.xinhai.co](https://cpsyexam.xinhai.co)
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- **November 30, 2024**: Our paper "CPsyExam: Chinese Benchmark for Evaluating Psychology using Examinations" has been accepted by COLING 2025! 🎉
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## Data Format
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The dataset is organized in JSON format with the following splits:
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- Training set
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- Validation set
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- Test set
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Each example in the dataset follows this structure:
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```json
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{
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"subject_name": "心理学科目名称",
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"question_type": "multi/single",
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"kind": "knowledge",
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"question": "题目内容",
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"options": {
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"A": "选项A内容",
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"B": "选项B内容",
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"C": "选项C内容",
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"D": "选项D内容",
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"E": "选项E内容"
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},
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"explanation": "题目解析说明",
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"id": "唯一标识ID"
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}
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```
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### Field Descriptions:
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- `subject_name`: The specific subject area in psychology
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- `question_type`: Type of question (e.g., "multi" for multiple choice)
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- `kind`: Category of the question (e.g., "knowledge")
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- `question`: The actual question text
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- `options`: A dictionary containing the multiple choice options (A through E)
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- `explanation`: Detailed explanation of the correct answer
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- `id`: Unique identifier for the question
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## Usage
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### Loading the Dataset
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```python
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from datasets import load_dataset
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dataset = load_dataset("CAS-SIAT-XinHai/CPsyExam")
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```
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### Data Preparation for Fine-tuning
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For those interested in using the dataset for fine-tuning, you can prepare the data according to the [SFT](https://github.com/CAS-SIAT-XinHai/CPsyExam/blob/main/README.md#sft) section.
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## Leaderboard
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Track model performance and submit your results at our [leaderboard](http://cpsyexam.xinhai.co/leaderboard).
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## Citation
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If you use this dataset in your research, please cite:
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```bibtex
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@misc{CPsyExam benchmark,
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title={CPsyExam: Chinese Benchmark for Evaluating Psychology using Examinations},
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author={Jiahao Zhao, Jingwei Zhu, Minghuan Tan, Min Yang, Di Yang,
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Chenhao Zhang, Guancheng Ye, Chengming Li, Xiping Hu},
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year = {2024},
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publisher = {GitHub},
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journal = {GitHub repository},
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howpublished = {\url{https://github.com/CAS-SIAT-XinHai/CPsyExam}}
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}
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```
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## License
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This dataset is licensed under CC-BY-4.0.
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## Contact
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For more information, visit our [official website](http://cpsyexam.xinhai.co).
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