Coherent Topic Hierarchy: A Strategy for Topic Evolutionary Analysis on Microblog Feeds. - Jiahui Zhu; Xuhui Li 001; Min Peng 002; Jiajia Huang; Tieyun Qian; Jimin Huang; Jiping Liu; Ri Hong; Pinglan Liu (WAIM, 2015)

Sparse Topical Coding with Sparse Groups. - Min Peng 002; Qianqian Xie; Jiajia Huang; Jiahui Zhu; Shuang Ouyang; Jimin Huang; Gang Tian (WAIM (1), 2016)

Improving Distant Supervision of Relation Extraction with Unsupervised Methods. - Min Peng 002; Jimin Huang; Zhaoyu Sun; Shizhong Wang; Hua Wang 002; Guangping Zhuo; Gang Tian (WISE (1), 2016)

Neural Sparse Topical Coding. - Min Peng 002; Qianqian Xie; Hua Wang 002; Yanchun Zhang; Xiuzhen Zhang 001; Jimin Huang; Gang Tian (ACL (1), 2018)

Discriminative Regularized Deep Generative Models for Semi-Supervised Learning. - Qianqian Xie; Jimin Huang; Min Peng 002; Yihan Zhang 005; Kaifei Peng; Hua Wang 002 (ICDM, 2019)

Discriminative Regularization with Conditional Generative Adversarial Nets for Semi-Supervised Learning. - Qianqian Xie; Min Peng 002; Jimin Huang; Bin Wang 004; Hua Wang 002 (IJCNN, 2019)

Graph Relational Topic Model with Higher-order Graph Attention Auto-encoders. - Qianqian Xie; Jimin Huang; Pan Du 001; Min Peng 002 (ACL/IJCNLP (Findings), 2021)

Inductive Topic Variational Graph Auto-Encoder for Text Classification. - Qianqian Xie; Jimin Huang; Pan Du 001; Min Peng 002; Jian-Yun Nie (NAACL-HLT, 2021)

Graph Topic Neural Network for Document Representation. - Qianqian Xie; Jimin Huang; Pan Du 001; Min Peng 002; Jian-Yun Nie (WWW, 2021)

Neural variational sparse topic model for sparse explainable text representation. - Qianqian Xie; Prayag Tiwari; Deepak Gupta 002; Jimin Huang; Min Peng 002 (Inf. Process. Manag., 2021)

GRETEL: Graph Contrastive Topic Enhanced Language Model for Long Document Extractive Summarization. - Qianqian Xie; Jimin Huang; Tulika Saha; Sophia Ananiadou (COLING, 2022)

DGR: Decomposition Graph Reconstruction for Question Understanding. - Weiguang Han; Jimin Huang; Qianqian Xie; Min Peng 002 (IJCNN, 2022)

Graph Neural Collaborative Topic Model for Citation Recommendation. - Qianqian Xie; Yutao Zhu 001; Jimin Huang; Pan Du 001; Jian-Yun Nie (ACM Trans. Inf. Syst., 2022)

Select and Trade: Towards Unified Pair Trading with Hierarchical Reinforcement Learning. - Weiguang Han; Boyi Zhang; Qianqian Xie; Min Peng 002; Yanzhao Lai; Jimin Huang (KDD, 2023)

PIXIU: A Comprehensive Benchmark, Instruction Dataset and Large Language Model for Finance. - Qianqian Xie; Weiguang Han; Xiao Zhang; Yanzhao Lai; Min Peng 002; Alejandro Lopez-Lira; Jimin Huang (NeurIPS, 2023)

Mastering Pair Trading with Risk-Aware Recurrent Reinforcement Learning. - Weiguang Han; Jimin Huang; Qianqian Xie; Boyi Zhang; Yanzhao Lai; Min Peng 002 (CoRR, 2023)

The Wall Street Neophyte: A Zero-Shot Analysis of ChatGPT Over MultiModal Stock Movement Prediction Challenges. - Qianqian Xie; Weiguang Han; Yanzhao Lai; Min Peng 002; Jimin Huang (CoRR, 2023)

PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance. - Qianqian Xie; Weiguang Han; Xiao Zhang; Yanzhao Lai; Min Peng 002; Alejandro Lopez-Lira; Jimin Huang (CoRR, 2023)

Empowering Many, Biasing a Few: Generalist Credit Scoring through Large Language Models. - Duanyu Feng; Yongfu Dai; Jimin Huang; Yifang Zhang; Qianqian Xie; Weiguang Han; Alejandro Lopez-Lira; Hao Wang (CoRR, 2023)

LAiW: A Chinese Legal Large Language Models Benchmark (A Technical Report). - Yongfu Dai; Duanyu Feng; Jimin Huang; Haochen Jia; Qianqian Xie; Yifang Zhang; Weiguang Han; Wei Tian; Hao Wang (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)

AuditWen: An Open-Source Large Language Model for Audit. - Jiajia Huang; Haoran Zhu; Chao Xu; Tianming Zhan; Qianqian Xie; Jimin Huang (CCL, 2024)

Kamino: A Scalable Architecture to Support Medical AI Research Using Large Real World Data. - Fongci Lin; Hobart Patrick Young; Huan He; Jimin Huang; Roger Gagne; Daniel Rice; Nathan Price; William Byron; Yan Hu; Donn K. Felker; Will Button; Deniella Meeker; et al. (ICHI, 2024)

Dólares or Dollars? Unraveling the Bilingual Prowess of Financial LLMs Between Spanish and English. - Xiao Zhang; Ruoyu Xiang; Chenhan Yuan; Duanyu Feng; Weiguang Han; Alejandro Lopez-Lira; Xiao-Yang Liu; Meikang Qiu; Sophia Ananiadou; Min Peng 002; Jimin Huang; Qianqian Xie (KDD, 2024)

HARMONIC: Harnessing LLMs for Tabular Data Synthesis and Privacy Protection. - Yuxin Wang; Duanyu Feng; Yongfu Dai; Zhengyu Chen; Jimin Huang; Sophia Ananiadou; Qianqian Xie; Hao Wang (NeurIPS, 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)

MetaAligner: Towards Generalizable Multi-Objective Alignment of Language Models. - Kailai Yang; Zhiwei Liu 003; Qianqian Xie; Jimin Huang; Tianlin Zhang; Sophia Ananiadou (NeurIPS, 2024)

FinCon: A Synthesized LLM Multi-Agent System with Conceptual Verbal Reinforcement for Enhanced Financial Decision Making. - Yangyang Yu; Zhiyuan Yao 001; Haohang Li; Zhiyang Deng; Yuechen Jiang; Yupeng Cao; Zhi Chen; Jordan W. Suchow; Zhenyu Cui; Rong Liu; Zhaozhuo Xu; Denghui Zhang; 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)

Back to the Future: Towards Explainable Temporal Reasoning with Large Language Models. - Chenhan Yuan; Qianqian Xie; Jimin Huang; Sophia Ananiadou (WWW, 2024)

Dólares or Dollars? Unraveling the Bilingual Prowess of Financial LLMs Between Spanish and English. - Xiao Zhang; Ruoyu Xiang; Chenhan Yuan; Duanyu Feng; Weiguang Han; Alejandro Lopez-Lira; Xiao-Yang Liu; Sophia Ananiadou; Min Peng 002; Jimin Huang; Qianqian Xie (CoRR, 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)

Me LLaMA: Foundation Large Language Models for Medical Applications. - Qianqian Xie; Qingyu Chen 001; Aokun Chen; Cheng Peng 009; Yan Hu; Fongci Lin; Xueqing Peng; Jimin Huang; Jeffrey Zhang 010; Vipina Kuttichi Keloth; Xingyu Zhou; Huan He; et al. (CoRR, 2024)

No Language is an Island: Unifying Chinese and English in Financial Large Language Models, Instruction Data, and Benchmarks. - Gang Hu 003; Ke Qin; Chenhan Yuan; Min Peng 002; Alejandro Lopez-Lira; Benyou Wang; Sophia Ananiadou; Wanlong Yu; Jimin Huang; Qianqian Xie (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)

FinCon: A Synthesized LLM Multi-Agent System with Conceptual Verbal Reinforcement for Enhanced Financial Decision Making. - Yangyang Yu; Zhiyuan Yao 001; Haohang Li; Zhiyang Deng; Yupeng Cao; Zhi Chen; Jordan W. Suchow; Rong Liu; Zhenyu Cui; Denghui Zhang; Koduvayur Subbalakshmi; Guojun Xiong; et al. (CoRR, 2024)

Open-FinLLMs: Open Multimodal Large Language Models for Financial Applications. - Qianqian Xie; Dong Li; Mengxi Xiao; Zihao Jiang 012; Ruoyu Xiang; Xiao Zhang; Zhengyu Chen; Yueru He; Weiguang Han; Yuzhe Yang 002; Shunian Chen; Yifei Zhang; et al. (CoRR, 2024)

Selective Preference Optimization via Token-Level Reward Function Estimation. - Kailai Yang; Zhiwei Liu 003; Qianqian Xie; Jimin Huang; Erxue Min; Sophia Ananiadou (CoRR, 2024)

Language Enhanced Model for Eye (LEME): An Open-Source Ophthalmology-Specific Large Language Model. - Aidan Gilson; Xuguang Ai; Qianqian Xie; Sahana Srinivasan; Krithi Pushpanathan; Maxwell B. Singer; Jimin Huang; Hyunjae Kim; Erping Long; Peixing Wan; Luciano V. Del Priore; Lucila Ohno-Machado; et al. (CoRR, 2024)

AuditWen:An Open-Source Large Language Model for Audit. - Jiajia Huang; Haoran Zhu; Chao Xu; Tianming Zhan; Qianqian Xie; Jimin Huang (CoRR, 2024)

Information Extraction from Clinical Notes: Are We Ready to Switch to Large Language Models? - Yan Hu; Xu Zuo; Yujia Zhou 003; Xueqing Peng; Jimin Huang; Vipina Kuttichi Keloth; Vincent J. Zhang; Ruey-Ling Weng; Qingyu Chen 001; Xiaoqian Jiang; Kirk E. Roberts; Hua Xu 001 (CoRR, 2024)

CDEMapper: Enhancing NIH Common Data Element Normalization using Large Language Models. - Yan Wang 015; Jimin Huang; Huan He; Vincent J. Zhang; Yujia Zhou 003; Xubing Hao; Pritham Ram; Lingfei Qian; Qianqian Xie; Ruey-Ling Weng; Fongci Lin; Yan Hu; et al. (CoRR, 2024)

INVESTORBENCH: A Benchmark for Financial Decision-Making Tasks with LLM-based Agent. - Haohang Li; Yupeng Cao; Yangyang Yu; Shashidhar Reddy Javaji; Zhiyang Deng; Yueru He; Yuechen Jiang; Zining Zhu 005; Koduvayur Subbalakshmi; Guojun Xiong; Jimin Huang; Lingfei Qian; et al. (CoRR, 2024)

INVESTORBENCH: A Benchmark for Financial Decision-Making Tasks with LLM-based Agent. - Haohang Li; Yupeng Cao; Yangyang Yu; Shashidhar Reddy Javaji; Zhiyang Deng; Yueru He; Yuechen Jiang; Zining Zhu 005; K. P. Subbalakshmi; Jimin Huang; Lingfei Qian; Xueqing Peng; et al. (ACL (1), 2025)

FLAG-TRADER: Fusion LLM-Agent with Gradient-based Reinforcement Learning for Financial Trading. - Guojun Xiong; Zhiyang Deng; Keyi Wang; Yupeng Cao; Haohang Li; Yangyang Yu; Xueqing Peng; Mingquan Lin; Kaleb E. Smith; Xiao-Yang Liu; Jimin Huang; Sophia Ananiadou; et al. (ACL (Findings), 2025)

Proceedings of the Joint Workshop of the 9th Financial Technology and Natural Language Processing (FinNLP), the 6th Financial Narrative Processing (FNP), and the 1st Workshop on Large Language Models for Finance and Legal (LLMFinLegal). - Chung-Chi Chen 001; Antonio Moreno-Sandoval; Jimin Huang; Qianqian Xie; Sophia Ananiadou; Hsin-Hsi Chen (COLING Workshops, 2025)

LAiW: A Chinese Legal Large Language Models Benchmark. - Yongfu Dai; Duanyu Feng; Jimin Huang; Haochen Jia; Qianqian Xie; Yifang Zhang; Weiguang Han; Wei Tian; Hao Wang (COLING, 2025)

ELAINE-medLLM: Lightweight English Japanese Chinese Trilingual Large Language Model for Bio-medical Domain. - Ken Yano; Zheheng Luo; Jimin Huang; Qianqian Xie; Masaki Asada; Chenhan Yuan; Kailai Yang; Makoto Miwa; Sophia Ananiadou; Jun'ichi Tsujii (COLING, 2025)

UCL-Bench: A Chinese User-Centric Legal Benchmark for Large Language Models. - Ruoli Gan; Duanyu Feng; Chen Zhang 020; Zhihang Lin; Haochen Jia; Hao Wang; Zhenyang Cai; Lei Cui; Qianqian Xie; Jimin Huang; Benyou Wang (NAACL (Findings), 2025)

UCFE: A User-Centric Financial Expertise Benchmark for Large Language Models. - Yuzhe Yang 002; Yifei Zhang; Yan Hu; Yilin Guo; Ruoli Gan; Yueru He; Mingcong Lei; Xiao Zhang; Haining Wang; Qianqian Xie; Jimin Huang; Honghai Yu; et al. (NAACL (Findings), 2025)

FMDLlama: Financial Misinformation Detection Based on Large Language Models. - Zhiwei Liu 003; Xin Zhang 108; Kailai Yang; Qianqian Xie; Jimin Huang; Sophia Ananiadou (WWW (Companion Volume), 2025)

CDEMapper: enhancing National Institutes of Health common data element use with large language models. - Yan Wang 015; Jimin Huang; Huan He; Vincent Zhang; Yujia Zhou 003; Xubing Hao; Pritham Ram; Lingfei Qian; Qianqian Xie; Ruey-Ling Weng; Fongci Lin; Yan Hu; et al. (J. Am. Medical Informatics Assoc., 2025)

Medical foundation large language models for comprehensive text analysis and beyond. - Qianqian Xie; Qingyu Chen 001; Aokun Chen; Cheng Peng 009; Yan Hu; Fongci Lin; Xueqing Peng; Jimin Huang; Jeffrey Zhang 010; Vipina Kuttichi Keloth; Xinyu Zhou; Lingfei Qian; et al. (npj Digit. Medicine, 2025)

Open FinLLM Leaderboard: Towards Financial AI Readiness. - Shengyuan Colin Lin; Felix Tian; Keyi Wang; Xingjian Zhao; Jimin Huang; Qianqian Xie; Luca Borella; Matt White; Christina Dan Wang; Kairong Xiao; Xiao-Yang Liu Yanglet; Li Deng (CoRR, 2025)

Enhancing Financial Time-Series Forecasting with Retrieval-Augmented Large Language Models. - Mengxi Xiao; Zihao Jiang 012; Lingfei Qian; Zhengyu Chen; Yueru He; Yijing Xu; Yuechen Jiang; Dong Li; Ruey-Ling Weng; Min Peng 002; Jimin Huang; Sophia Ananiadou; et al. (CoRR, 2025)

Fino1: On the Transferability of Reasoning Enhanced LLMs to Finance. - Lingfei Qian; Weipeng Zhou; Yan Wang 015; Xueqing Peng; Jimin Huang; Qianqian Xie (CoRR, 2025)

Plutus: Benchmarking Large Language Models in Low-Resource Greek Finance. - Xueqing Peng; Triantafillos Papadopoulos; Efstathia Soufleri; Polydoros Giannouris; Ruoyu Xiang; Yan Wang 015; Lingfei Qian; Jimin Huang; Qianqian Xie; Sophia Ananiadou (CoRR, 2025)

OrdRankBen: A Novel Ranking Benchmark for Ordinal Relevance in NLP. - Yan Wang 015; Lingfei Qian; Xueqing Peng; Jimin Huang; Dongji Feng (CoRR, 2025)

FinAudio: A Benchmark for Audio Large Language Models in Financial Applications. - Yupeng Cao; Haohang Li; Yangyang Yu; Shashidhar Reddy Javaji; Yueru He; Jimin Huang; Zining Zhu 005; Qianqian Xie; Xiao-Yang Liu; Koduvayur Subbalakshmi; Meikang Qiu; Sophia Ananiadou; et al. (CoRR, 2025)

FinTagging: An LLM-ready Benchmark for Extracting and Structuring Financial Information. - Yan Wang 015; Yang Ren; Lingfei Qian; Xueqing Peng; Keyi Wang; Yi Han; Dongji Feng; Xiao-Yang Liu; Jimin Huang; Qianqian Xie (CoRR, 2025)

MMAFFBen: A Multilingual and Multimodal Affective Analysis Benchmark for Evaluating LLMs and VLMs. - Zhiwei Liu 001; Lingfei Qian; Qianqian Xie; Jimin Huang; Kailai Yang; Sophia Ananiadou (CoRR, 2025)

A Retrieval-Augmented Multi-Agent Framework for Psychiatry Diagnosis. - Mengxi Xiao; Mang Ye; Ben Liu; Xiaofen Zong; He Li 054; Jimin Huang; Qianqian Xie; Min Peng 002 (CoRR, 2025)

MultiFinBen: A Multilingual, Multimodal, and Difficulty-Aware Benchmark for Financial LLM Evaluation. - Xueqing Peng; Lingfei Qian; Yan Wang 015; Ruoyu Xiang; Yueru He; Yang Ren; Mingyang Jiang; Jeff Zhao; Huan He; Yi Han; Yun Feng; Yuechen Jiang; et al. (CoRR, 2025)

Memorization in Large Language Models in Medicine: Prevalence, Characteristics, and Implications. - Anran Li; Lingfei Qian; Mengmeng Du; Yu Yin; Yan Hu; Zihao Sun; Yihang Fu; Erica Stutz; Xuguang Ai; Qianqian Xie; Rui Zhu; Jimin Huang; et al. (CoRR, 2025)

FinAuditing: A Financial Taxonomy-Structured Multi-Document Benchmark for Evaluating LLMs. - Yan Wang 015; Keyi Wang; Shanshan Yang; Jaisal Patel; Jeff Zhao; Fengran Mo; Xueqing Peng; Lingfei Qian; Jimin Huang; Guojun Xiong; Xiao-Yang Liu; Jian-Yun Nie (CoRR, 2025)

When Agents Trade: Live Multi-Market Trading Benchmark for LLM Agents. - Lingfei Qian; Xueqing Peng; Yan Wang 015; Vincent Jim Zhang; Huan He; Hanley Smith; Yi Han; Yueru He; Haohang Li; Yupeng Cao; Yangyang Yu; Alejandro Lopez-Lira; et al. (CoRR, 2025)