You need to agree to share your contact information to access this dataset
This repository is publicly accessible, but you have to accept the conditions to access its files and content.
You confirm that you fully understand the following: 1. This dataset contains de-identified psychiatric inpatient electronic medical records and may only be used for non-commercial academic research or clinical education; 2. You will not attempt to re-identify patients by linking this dataset with other information, nor transfer/share the dataset with third parties; 3. You will comply with the Personal Information Protection Law of the People's Republic of China and international medical privacy standards, and assume legal responsibility for any non-compliant use.
Log in or Sign Up to review the conditions and access this dataset content.
PsychBench
💻Github Repo 🖨️[Paper Under Review]
The official dataset for "PsychBench: A comprehensive and professional benchmark for evaluating the performance of LLM-assisted psychiatric clinical practice".
Introduction
PsychBench’s dataset is a high-quality, real-world psychiatric clinical resource built to support LLM evaluation in psychiatric practice. It draws from 900 de-identified electronic medical records of inpatients (no synthetic augmentation or paraphrasing), ensuring authenticity and alignment with real clinical scenarios. The dataset adheres to the international ICD-10 standards (covering F00-F99), making it a reliable foundation for assessing LLM utility in psychiatry.
Distribution Composition
- Multiple Regions and Ethnic Groups
The 900 cases are curated from three geographically and culturally diverse psychiatric medical centers, ensuring broad representativeness:
- Beijing Anding Hospital, Capital Medical University (Northern China): National Medical Center for Mental Disorders (Grade-III-A), with over 800 beds and 860,000+ annual outpatient visits—covers severe and complex psychiatric cases.
- Fourth People’s Hospital of Wuhu (Central China): Regional referral & primary care center (1,760 beds, 150,000+ annual outpatients)—reflects both specialized and provincial-level psychiatric services.
- Second People’s Hospital of Dali (Southwest China): Grade-III-A hospital in a multi-ethnic autonomous prefecture (serving 3M+ people)—includes culturally informed care data, particularly for ethnic minority populations.
The diagnostic distribution at each center matches its real-world inpatient population, and the dataset includes cases from multiple ethnic minorities, capturing diverse cultural and health belief backgrounds.
- Disease Category Coverage
The 900-case dataset spans five major psychiatric disorder groups, covering key areas of psychiatric clinical practice:
- Mood/affective disorders,
- Schizophrenic/delusional/personality disorders,
- Neurotic/stress-related/organic/somatoform disorders ,
- Substance-induced disorders,
- Developmental/childhood-onset disorders
- Data Fields
Each of the 900 cases includes comprehensive inpatient clinical records, with essential information for LLM evaluation:
- Demographic details (age, gender,...)
- Clinical histories: History of present illness, past medical history, personal & family history
- Treatment records: Medication orders, physician ward round notes
- Assessment data: Physical examinations, psychiatric evaluations, auxiliary test results
Core Evaluation Tasks
The 900-case dataset supports five core psychiatric clinical tasks (paired with psychiatry-specific quantitative metrics) to assess LLM performance in key clinical scenarios:
- Clinical Text Understanding
- Principal Diagnosis
- Differential Analysis
- Medication Recommendation
- Long-term Course Management
- Downloads last month
- 10