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