Datasets:
Tasks:
Question Answering
Modalities:
Text
Formats:
csv
Languages:
English
Size:
10K - 100K
ArXiv:
Tags:
medical
Commit ·
ab5addc
0
Parent(s):
Duplicate from hysong/MentalBench
Browse filesCo-authored-by: Hoyun Song <hysong@users.noreply.huggingface.co>
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- mentalbench.csv +3 -0
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README.md
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---
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task_categories:
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- question-answering
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language:
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- en
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tags:
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- medical
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pretty_name: MentalBench
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size_categories:
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- 10K<n<100K
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---
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# MentalBench: A Benchmark for Evaluating Psychiatric Diagnostic Capability of Large Language Models
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## 🌟 Overview
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**MentalBench** is a comprehensive benchmark for evaluating the psychiatric diagnostic capabilities of large language models (LLMs). As the use of LLMs in healthcare expands, ensuring their reliability in sensitive domains such as psychiatry is crucial. MentalBench provides a robust evaluation framework, grounded in real-world psychiatric knowledge. To facilitate deeper reasoning and grounded evaluation, this benchmark is integrated with MentalKG, a specialized knowledge graph structured for psychiatric domain knowledge.
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## 🎯 Question Types
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| Type | Description | Difficulty | Number of Samples |
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|------|-------------|------------|-------------------|
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| **Type 1** | Medical Chart → Single Answer | Low | 1,725 |
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| **Type 2** | Patient Self-Report → Single Answer | Medium | 3,450 |
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| **Type 3** | Ambiguous Type → Multiple Answer | High | 6,525 |
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| **Type 4** | Clear Type → Single Answer | High | 13,050 |
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## 📝 Citation
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If you find MentalBench and MentalKG useful for your research, please cite our paper:
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```bibtex
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@article{song2026mentalbench,
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title={MentalBench: A Benchmark for Evaluating Psychiatric Diagnostic Capability of Large Language Models},
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author={Song, Hoyun and Kang, Migyeong and Shin, Jisu and Kim, Jihyun and Park, Chanbi and Yoo, Hangyeol and An, Jihyun and Oh, Alice and Han, Jinyoung and Lim, KyungTae},
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journal={arXiv preprint arXiv:2602.12871},
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year={2026}
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}
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```
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mentalbench.csv
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version https://git-lfs.github.com/spec/v1
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oid sha256:18cb014f075f882a84429d39f584846b085ce3703ca42145c40b37ce9ddef449
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size 32604727
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