PsyBench: a balanced and in-depth Psychological Chinese Evaluation Benchmark for Foundation Models. - Junlei Zhang; Hongliang He; Nirui Song; Shuyuan He; Shuai Zhang; Huachuan Qiu; Anqi Li 002; Lizhi Ma; Zhenzhong Lan (CoRR, 2023)

Understanding the Therapeutic Relationship between Counselors and Clients in Online Text-based Counseling using LLMs. - Anqi Li 002; Yu Lu; Nirui Song; Shuai Zhang; Lizhi Ma; Zhenzhong Lan (EMNLP (Findings), 2024)

Automatic Evaluation for Mental Health Counseling using LLMs. - Anqi Li 002; Yu Lu; Nirui Song; Shuai Zhang; Lizhi Ma; Zhenzhong Lan (CoRR, 2024)

MetaAligner: Conditional Weak-to-Strong Correction for Generalizable Multi-Objective Alignment of Language Models. - Kailai Yang; Zhiwei Liu 001; Qianqian Xie; Tianlin Zhang; Nirui Song; Jimin Huang; Ziyan Kuang; Sophia Ananiadou (CoRR, 2024)

ConceptPsy: A comprehensive benchmark suite for hierarchical psychological concept understanding in LLMs. - Junlei Zhang; Hongliang He; Lizhi Ma; Nirui Song; Shuyuan He; Shuai Zhang; Huachuan Qiu; Zhanchao Zhou; Anqi Li 002; Yong Dai 001; Renjun Xu; Zhenzhong Lan (Neurocomputing, 2025)

The Expressions of Depression and Anxiety in Chinese Psycho-counseling: Usage of First-person Singular Pronoun and Negative Emotional Words. - Lizhi Ma; Tong Zhao; Shuai Zhang; Nirui Song; Hongliang He; Anqi Li 002; Ran Feng; Huachuan Qiu; Jingsong Ma; Zhenzhong Lan (CoRR, 2025)