Towards Interpretable Mental Health Analysis with Large Language Models. - Kailai Yang; Shaoxiong Ji; Tianlin Zhang; Qianqian Xie; Ziyan Kuang; Sophia Ananiadou (EMNLP, 2023)

MentalLLaMA: Interpretable Mental Health Analysis on Social Media with Large Language Models. - Kailai Yang; Tianlin Zhang; Ziyan Kuang; Qianqian Xie; Sophia Ananiadou (CoRR, 2023)

HealMe: Harnessing Cognitive Reframing in Large Language Models for Psychotherapy. - Mengxi Xiao; Qianqian Xie; Ziyan Kuang; Zhicheng Liu; Kailai Yang; Min Peng 002; Weiguang Han; Jimin Huang (ACL (1), 2024)

FinBen: A Holistic Financial Benchmark for Large Language Models. - Qianqian Xie; Weiguang Han; Zhengyu Chen; Ruoyu Xiang; Xiao Zhang; Yueru He; Mengxi Xiao; Dong Li; Yongfu Dai; Duanyu Feng; Yijing Xu; Haoqiang Kang; et al. (NeurIPS, 2024)

MentaLLaMA: Interpretable Mental Health Analysis on Social Media with Large Language Models. - Kailai Yang; Tianlin Zhang; Ziyan Kuang; Qianqian Xie; Jimin Huang; Sophia Ananiadou (WWW, 2024)

The FinBen: An Holistic Financial Benchmark for Large Language Models. - Qianqian Xie; Weiguang Han; Zhengyu Chen; Ruoyu Xiang; Xiao Zhang; Yueru He; Mengxi Xiao; Dong Li; Yongfu Dai; Duanyu Feng; Yijing Xu; Haoqiang Kang; et al. (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)

From Scores to Skills: A Cognitive Diagnosis Framework for Evaluating Financial Large Language Models. - Ziyan Kuang; Feiyu Zhu; Maowei Jiang; Yanzhao Lai; Zelin Wang; Zhitong Wang; Meikang Qiu; Jiajia Huang; Min Peng 002; Qianqian Xie; Sophia Ananiadou (CoRR, 2025)