Language Shapes Mental Health Evaluations in Large Language Models
Fuente:
arXiv
Saved in:
| Main Authors: | Xu, Jiayi, Hu, Xiyang |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Dynamics of Adversarial Attacks on Large Language Model-Based Search Engines
by: Hu, Xiyang
Published: (2025)
by: Hu, Xiyang
Published: (2025)
Large Language Models for Mental Health: A Multilingual Evaluation
by: Raihan, Nishat, et al.
Published: (2026)
by: Raihan, Nishat, et al.
Published: (2026)
PsychEthicsBench: Evaluating Large Language Models Against Australian Mental Health Ethics
by: Shen, Yaling, et al.
Published: (2026)
by: Shen, Yaling, et al.
Published: (2026)
Value-Action Alignment in Large Language Models under Privacy-Prosocial Conflict
by: Chen, Guanyu, et al.
Published: (2026)
by: Chen, Guanyu, et al.
Published: (2026)
Still Not Quite There! Evaluating Large Language Models for Comorbid Mental Health Diagnosis
by: Hengle, Amey, et al.
Published: (2024)
by: Hengle, Amey, et al.
Published: (2024)
An Assessment on Comprehending Mental Health through Large Language Models
by: Arcan, Mihael, et al.
Published: (2024)
by: Arcan, Mihael, et al.
Published: (2024)
Towards Interpretable Mental Health Analysis with Large Language Models
by: Yang, Kailai, et al.
Published: (2023)
by: Yang, Kailai, et al.
Published: (2023)
Large Language Models for Mental Health Diagnostic Assessments: Exploring The Potential of Large Language Models for Assisting with Mental Health Diagnostic Assessments -- The Depression and Anxiety Case
by: Roy, Kaushik, et al.
Published: (2025)
by: Roy, Kaushik, et al.
Published: (2025)
Examining the Robustness of Large Language Models across Language Complexity
by: Zhang, Jiayi
Published: (2025)
by: Zhang, Jiayi
Published: (2025)
PsyEval: A Suite of Mental Health Related Tasks for Evaluating Large Language Models
by: Jin, Haoan, et al.
Published: (2023)
by: Jin, Haoan, et al.
Published: (2023)
Can AI Relate: Testing Large Language Model Response for Mental Health Support
by: Gabriel, Saadia, et al.
Published: (2024)
by: Gabriel, Saadia, et al.
Published: (2024)
Language of Thought Shapes Output Diversity in Large Language Models
by: Xu, Shaoyang, et al.
Published: (2026)
by: Xu, Shaoyang, et al.
Published: (2026)
Cognitive-Mental-LLM: Evaluating Reasoning in Large Language Models for Mental Health Prediction via Online Text
by: Patil, Avinash, et al.
Published: (2025)
by: Patil, Avinash, et al.
Published: (2025)
Unveiling and Mitigating Bias in Mental Health Analysis with Large Language Models
by: Wang, Yuqing, et al.
Published: (2024)
by: Wang, Yuqing, et al.
Published: (2024)
MentraSuite: Post-Training Large Language Models for Mental Health Reasoning and Assessment
by: Xiao, Mengxi, et al.
Published: (2025)
by: Xiao, Mengxi, et al.
Published: (2025)
Large Language Model for Mental Health: A Systematic Review
by: Guo, Zhijun, et al.
Published: (2024)
by: Guo, Zhijun, et al.
Published: (2024)
Beyond Empathy: Integrating Diagnostic and Therapeutic Reasoning with Large Language Models for Mental Health Counseling
by: Hu, He, et al.
Published: (2025)
by: Hu, He, et al.
Published: (2025)
MentalGLM Series: Explainable Large Language Models for Mental Health Analysis on Chinese Social Media
by: Zhai, Wei, et al.
Published: (2024)
by: Zhai, Wei, et al.
Published: (2024)
Large Language Models Are Active Critics in NLG Evaluation
by: Xu, Shuying, et al.
Published: (2024)
by: Xu, Shuying, et al.
Published: (2024)
CHBench: A Chinese Dataset for Evaluating Health in Large Language Models
by: Guo, Chenlu, et al.
Published: (2024)
by: Guo, Chenlu, et al.
Published: (2024)
CounselBench: A Large-Scale Expert Evaluation and Adversarial Benchmarking of Large Language Models in Mental Health Question Answering
by: Li, Yahan, et al.
Published: (2025)
by: Li, Yahan, et al.
Published: (2025)
A Novel Nuanced Conversation Evaluation Framework for Large Language Models in Mental Health
by: Marrapese, Alexander, et al.
Published: (2024)
by: Marrapese, Alexander, et al.
Published: (2024)
Lost in Execution: On the Multilingual Robustness of Tool Calling in Large Language Models
by: Luo, Zheng, et al.
Published: (2026)
by: Luo, Zheng, et al.
Published: (2026)
Large Language Models in Mental Health Care: a Scoping Review
by: Hua, Yining, et al.
Published: (2024)
by: Hua, Yining, et al.
Published: (2024)
TrustMH-Bench: A Comprehensive Benchmark for Evaluating the Trustworthiness of Large Language Models in Mental Health
by: Xiong, Zixin, et al.
Published: (2026)
by: Xiong, Zixin, et al.
Published: (2026)
MHSafeEval: Role-Aware Interaction-Level Evaluation of Mental Health Safety in Large Language Models
by: Lee, Suhyun, et al.
Published: (2026)
by: Lee, Suhyun, et al.
Published: (2026)
Do Large Language Models Align with Core Mental Health Counseling Competencies?
by: Nguyen, Viet Cuong, et al.
Published: (2024)
by: Nguyen, Viet Cuong, et al.
Published: (2024)
HealthBench: Evaluating Large Language Models Towards Improved Human Health
by: Arora, Rahul K., et al.
Published: (2025)
by: Arora, Rahul K., et al.
Published: (2025)
MHGraphBench: Knowledge Graph-Grounded Benchmarking of Mental Health Knowledge in Large Language Models
by: Liu, Weixin, et al.
Published: (2026)
by: Liu, Weixin, et al.
Published: (2026)
PATIENT-Ψ: Using Large Language Models to Simulate Patients for Training Mental Health Professionals
by: Wang, Ruiyi, et al.
Published: (2024)
by: Wang, Ruiyi, et al.
Published: (2024)
MentaLLaMA: Interpretable Mental Health Analysis on Social Media with Large Language Models
by: Yang, Kailai, et al.
Published: (2023)
by: Yang, Kailai, et al.
Published: (2023)
A Large-Scale Simulation on Large Language Models for Decision-Making in Political Science
by: Yu, Chenxiao, et al.
Published: (2024)
by: Yu, Chenxiao, et al.
Published: (2024)
AD-LLM: Benchmarking Large Language Models for Anomaly Detection
by: Yang, Tiankai, et al.
Published: (2024)
by: Yang, Tiankai, et al.
Published: (2024)
PIXAR: Auto-Regressive Language Modeling in Pixel Space
by: Tai, Yintao, et al.
Published: (2024)
by: Tai, Yintao, et al.
Published: (2024)
Understanding Student Sentiment on Mental Health Support in Colleges Using Large Language Models
by: Sood, Palak, et al.
Published: (2024)
by: Sood, Palak, et al.
Published: (2024)
An Ubuntu-Guided Large Language Model Framework for Cognitive Behavioral Mental Health Dialogue
by: Forane, Sontaga G., et al.
Published: (2026)
by: Forane, Sontaga G., et al.
Published: (2026)
RECAP: Resistance Capture in Text-based Mental Health Counseling with Large Language Models
by: Li, Anqi, et al.
Published: (2026)
by: Li, Anqi, et al.
Published: (2026)
Large Language Models Perform on Par with Experts Identifying Mental Health Factors in Adolescent Online Forums
by: Lorge, Isabelle, et al.
Published: (2024)
by: Lorge, Isabelle, et al.
Published: (2024)
A Comprehensive Evaluation of Large Language Models on Mental Illnesses in Arabic Context
by: Zahran, Noureldin, et al.
Published: (2025)
by: Zahran, Noureldin, et al.
Published: (2025)
AI in Mental Health: Emotional and Sentiment Analysis of Large Language Models' Responses to Depression, Anxiety, and Stress Queries
by: VarastehNezhad, Arya, et al.
Published: (2025)
by: VarastehNezhad, Arya, et al.
Published: (2025)
Similar Items
-
Dynamics of Adversarial Attacks on Large Language Model-Based Search Engines
by: Hu, Xiyang
Published: (2025) -
Large Language Models for Mental Health: A Multilingual Evaluation
by: Raihan, Nishat, et al.
Published: (2026) -
PsychEthicsBench: Evaluating Large Language Models Against Australian Mental Health Ethics
by: Shen, Yaling, et al.
Published: (2026) -
Value-Action Alignment in Large Language Models under Privacy-Prosocial Conflict
by: Chen, Guanyu, et al.
Published: (2026) -
Still Not Quite There! Evaluating Large Language Models for Comorbid Mental Health Diagnosis
by: Hengle, Amey, et al.
Published: (2024)