activity
20232026
most citedMentaLLaMA: Interpretable Mental Health Analysis on Social Media with Large Language Models

153 citations · 322 across the 9 of their papers we have counts for

collaborators

9 papers

cs.CL2026

ShiJianBench: From Dialogue to Decision for Long-Horizon Evaluation of Investment Advisors

Jie Gong, Maowei Jiang, Zhiwei Liu +14

Conversational investment advisors influence not only what users know, but also how they make subsequent decisions as market conditions evolve. Existing evaluations primarily asses…

cs.CV2026

SiMing-Bench: Evaluating Procedural Correctness from Continuous Interactions in Clinical Skill Videos

Xiyang Huang, Jiawei Lin, Keying Wu +9

Current video benchmarks for multimodal large language models (MLLMs) focus on event recognition, temporal ordering, and long-context recall, but overlook a harder capability requi…

cs.CL2025

MiraMind: Benchmarking Reliable Mental Health Reasoning beyond Answer Accuracy

Mengxi Xiao, Kailai Yang, Pengde Zhao +12

Mental-health reasoning with large language models (LLMs) is an evidence-constrained judgment problem: models must transform limited, subjective, and often ambiguous evidence into…

cs.CL2025

DITING: A Multi-Agent Evaluation Framework for Benchmarking Web Novel Translation

Enze Zhang, Jiaying Wang, Mengxi Xiao +7

Large language models (LLMs) have substantially advanced machine translation (MT), yet their effectiveness in translating web novels remains unclear. Existing benchmarks rely on su…

cs.CE2025

From Scores to Skills: A Cognitive Diagnosis Framework for Evaluating Financial Large Language Models

Ziyan Kuang, Feiyu Zhu, Maowei Jiang +8

Large Language Models (LLMs) have shown promise for financial applications, yet their suitability for this high-stakes domain remains largely unproven due to inadequacies in existi…

cs.HC2024★ 20 cited

HealMe: Harnessing Cognitive Reframing in Large Language Models for Psychotherapy

Mengxi Xiao, Qianqian Xie, Ziyan Kuang +5

Large Language Models (LLMs) can play a vital role in psychotherapy by adeptly handling the crucial task of cognitive reframing and overcoming challenges such as shame, distrust, t…

cs.CL2024★ 21 cited

FinBen: A Holistic Financial Benchmark for Large Language Models

Qianqian Xie, Weiguang Han, Zhengyu Chen +31

LLMs have transformed NLP and shown promise in various fields, yet their potential in finance is underexplored due to a lack of comprehensive evaluation benchmarks, the rapid devel…

cs.CL2023★ 153 cited

MentaLLaMA: Interpretable Mental Health Analysis on Social Media with Large Language Models

Kailai Yang, Tianlin Zhang, Ziyan Kuang +3

With the development of web technology, social media texts are becoming a rich source for automatic mental health analysis. As traditional discriminative methods bear the problem o…

cs.CL2023★ 128 cited

Towards Interpretable Mental Health Analysis with Large Language Models

Kailai Yang, Shaoxiong Ji, Tianlin Zhang +3

The latest large language models (LLMs) such as ChatGPT, exhibit strong capabilities in automated mental health analysis. However, existing relevant studies bear several limitation…