A Real-Time Eye Tracking Based Query Expansion Approach via Latent Topic Modeling. - Yongqiang Chen; Peng Zhang 002; Dawei Song 001; Benyou Wang (CIKM, 2015)

A Chinese Question Answering Approach Integrating Count-Based and Embedding-Based Features. - Benyou Wang; Jiabin Niu; Liqun Ma; Yuhua Zhang; Lipeng Zhang; Jingfei Li; Peng Zhang 002; Dawei Song 001 (NLPCC/ICCPOL, 2016)

Exploration of Quantum Interference in Document Relevance Judgement Discrepancy. - Benyou Wang; Peng Zhang 002; Jingfei Li; Dawei Song 001; Yuexian Hou; Zhenguo Shang (Entropy, 2016)

A Quantum Query Expansion Approach for Session Search. - Peng Zhang 002; Jingfei Li; Benyou Wang; Xiaozhao Zhao; Dawei Song 001; Yuexian Hou; Massimo Melucci (Entropy, 2016)

How Users Select Query Suggestions Under Different Satisfaction States? - Zhenguo Shang; Jingfei Li; Peng Zhang 002; Dawei Song 001; Benyou Wang (CCIR, 2017)

Enhanced Embedding Based Attentive Pooling Network for Answer Selection. - Zhan Su 002; Benyou Wang; Jiabin Niu; Shuchang Tao; Peng Zhang 002; Dawei Song 001 (NLPCC, 2017)

IRGAN: A Minimax Game for Unifying Generative and Discriminative Information Retrieval Models. - Jun Wang 012; Lantao Yu; Weinan Zhang 001; Yu Gong; Yinghui Xu; Benyou Wang; Peng Zhang 002; Dell Zhang (SIGIR, 2017)

Leveraging Long and Short-term Information in Content-aware Movie Recommendation. - Wei Zhao 033; Benyou Wang; Jianbo Ye; Yongqiang Gao; Min Yang 007; Zhou Zhao 001; Xiaojun Chen 006 (CoRR, 2017)

Regularizing Neural Networks via Retaining Confident Connections. - Shengnan Zhang; Yuexian Hou; Benyou Wang; Dawei Song 001 (Entropy, 2017)

Learning to diversify web search results with a Document Repulsion Model. - Jingfei Li; Yue Wu; Peng Zhang 002; Dawei Song 001; Benyou Wang (Inf. Sci., 2017)

End-to-End Quantum-like Language Models with Application to Question Answering. - Peng Zhang 002; Jiabin Niu; Zhan Su 002; Benyou Wang; Liqun Ma; Dawei Song 001 (AAAI, 2018)

Full Cycle Campus Life of College Students: A Big Data Case in China. - Benyou Wang; Kaihe Deng; Weiwei Wei; Sihai Zhang; Wuyang Zhou; Shui Yu 001 (BigComp, 2018)

A Quantum Many-body Wave Function Inspired Language Modeling Approach. - Peng Zhang 002; Zhan Su 002; Lipeng Zhang; Benyou Wang; Dawei Song 001 (CIKM, 2018)

PLASTIC: Prioritize Long and Short-term Information in Top-n Recommendation using Adversarial Training. - Wei Zhao 033; Benyou Wang; Jianbo Ye; Yongqiang Gao; Min Yang 007; Xiaojun Chen 006 (IJCAI, 2018)

A Multi-task Learning Approach for Image Captioning. - Wei Zhao 033; Benyou Wang; Jianbo Ye; Min Yang 007; Zhou Zhao 001; Ruotian Luo; Yu Qiao 001 (IJCAI, 2018)

Quantum-Inspired Complex Word Embedding. - Qiuchi Li; Sagar Uprety; Benyou Wang; Dawei Song 001 (Rep4NLP@ACL, 2018)

Detection of subtype blood cells using deep learning. - Prayag Tiwari; Jia Qian; Qiuchi Li; Benyou Wang; Deepak Gupta 002; Ashish Khanna; Joel J. P. C. Rodrigues; Victor Hugo C. de Albuquerque (Cogn. Syst. Res., 2018)

TextZoo, a New Benchmark for Reconsidering Text Classification. - Benyou Wang; Li Wang; Qikang Wei (CoRR, 2018)

A quantum-inspired multimodal sentiment analysis framework. - Yazhou Zhang; Dawei Song 001; Peng Zhang 002; Panpan Wang; Jingfei Li; Xiang Li 064; Benyou Wang (Theor. Comput. Sci., 2018)

CNM: An Interpretable Complex-valued Network for Matching. - Qiuchi Li; Benyou Wang; Massimo Melucci (NAACL-HLT (1), 2019)

Dynamic Content Monitoring and Exploration using Vector Spaces. - Benyou Wang (SIGIR, 2019)

Semantic Hilbert Space for Text Representation Learning. - Benyou Wang; Qiuchi Li; Massimo Melucci; Dawei Song 001 (WWW, 2019)

Detection of Network Intrusion Threat Based on the Probabilistic Neural Network Model. - Benyou Wang; Li Gu (Inf. Technol. Control., 2019)

Meta-Learning for Neural Relation Classification with Distant Supervision. - Zhenzhen Li; Jian-Yun Nie; Benyou Wang; Pan Du 001; Yuhan Zhang 004; Lixin Zou; Dongsheng Li 001 (CIKM, 2020)

A Multi-task Learning Framework for Opinion Triplet Extraction. - Chen Zhang 020; Qiuchi Li; Dawei Song 001; Benyou Wang (EMNLP (Findings), 2020)

University of Padova @ DIACR-Ita (short paper). - Benyou Wang; Emanuele Di Buccio; Massimo Melucci (EVALITA, 2020)

Encoding word order in complex embeddings. - Benyou Wang; Donghao Zhao; Christina Lioma; Qiuchi Li; Peng Zhang 002; Jakob Grue Simonsen (ICLR, 2020)

A distant supervision method based on paradigmatic relations for learning word embeddings. - Jianquan Li; Renfen Hu; Xiaokang Liu; Prayag Tiwari; Hari Mohan Pandey; Wei Chen; Benyou Wang; Yaohong Jin; Kaicheng Yang (Neural Comput. Appl., 2020)

Leveraging Long and Short-Term Information in Content-Aware Movie Recommendation via Adversarial Training. - Wei Zhao 033; Benyou Wang; Min Yang 007; Jianbo Ye; Zhou Zhao 001; Xiaojun Chen 006; Ying Shen 001 (IEEE Trans. Cybern., 2020)

Exploration of University Students' Mobility Behavior on Campus. - Benyou Wang; Sihai Zhang; Xia Peng; Li Gu (CONF-CDS, 2021)

What Does Your Smile Mean? Jointly Detecting Multi-Modal Sarcasm and Sentiment Using Quantum Probability. - Yaochen Liu; Yazhou Zhang; Qiuchi Li; Benyou Wang; Dawei Song 001 (EMNLP (Findings), 2021)

On Position Embeddings in BERT. - Benyou Wang; Lifeng Shang; Christina Lioma; Xin Jiang 002; Hao Yang 006; Qun Liu 001; Jakob Grue Simonsen (ICLR, 2021)

Sequential Modeling in Vector Space. - Benyou Wang; Emanuele Di Buccio; Massimo Melucci (IIR, 2021)

Word2Fun: Modelling Words as Functions for Diachronic Word Representation. - Benyou Wang; Emanuele Di Buccio; Massimo Melucci (NeurIPS, 2021)

Pre-trained Language Models in Biomedical Domain: A Systematic Survey. - Benyou Wang; Qianqian Xie; Jiahuan Pei; Prayag Tiwari; Zhao Li; Jie Fu 001 (CoRR, 2021)

CFN: A Complex-Valued Fuzzy Network for Sarcasm Detection in Conversations. - Yazhou Zhang; Yaochen Liu; Qiuchi Li; Prayag Tiwari; Benyou Wang; Yuhua Li; Hari Mohan Pandey; Peng Zhang 002; Dawei Song 001 (IEEE Trans. Fuzzy Syst., 2021)

DPTDR: Deep Prompt Tuning for Dense Passage Retrieval. - Zhengyang Tang; Benyou Wang; Ting Yao (COLING, 2022)

Hypoformer: Hybrid Decomposition Transformer for Edge-friendly Neural Machine Translation. - Sunzhu Li; Peng Zhang 002; Guobing Gan; Xiuqing Lv; Benyou Wang; Victor Junqiu Wei; Xin Jiang 002 (EMNLP, 2022)

Exploring extreme parameter compression for pre-trained language models. - Benyou Wang; Yuxin Ren; Lifeng Shang; Xin Jiang 002; Qun Liu 001 (ICLR, 2022)

MorphTE: Injecting Morphology in Tensorized Embeddings. - Guobing Gan; Peng Zhang 002; Sunzhu Li; Xiuqing Lu; Benyou Wang (NeurIPS, 2022)

Doge Tickets: Uncovering Domain-General Language Models by Playing Lottery Tickets. - Yi Yang; Chen Zhang 020; Benyou Wang; Dawei Song 001 (NLPCC (1), 2022)

Document-level Relation Extraction with Relation Correlations. - Ridong Han; Tao Peng 003; Benyou Wang; Lu Liu 013; Xiang Wan (CoRR, 2022)

Complex-valued Neural Network-based Quantum Language Models. - Peng Zhang 002; Wenjie Hui; Benyou Wang; Donghao Zhao; Dawei Song 001; Christina Lioma; Jakob Grue Simonsen (ACM Trans. Inf. Syst., 2022)

Effective Open Intent Classification with K-center Contrastive Learning and Adjustable Decision Boundary. - Xiaokang Liu; Jianquan Li; Jingjing Mu; Min Yang 007; Ruifeng Xu 001; Benyou Wang (AAAI, 2023)

On the Difference of BERT-style and CLIP-style Text Encoders. - Zhihong Chen; Guiming Chen; Shizhe Diao; Xiang Wan; Benyou Wang (ACL (Findings), 2023)

Can Language Models Make Fun? A Case Study in Chinese Comical Crosstalk. - Jianquan Li; Xiangbo Wu; Xiaokang Liu; Qianqian Xie; Prayag Tiwari; Benyou Wang (ACL (1), 2023)

One Cannot Stand for Everyone! Leveraging Multiple User Simulators to train Task-oriented Dialogue Systems. - Yajiao Liu; Xin Jiang 002; Yichun Yin; Yasheng Wang; Fei Mi; Qun Liu 001; Xiang Wan; Benyou Wang (ACL (1), 2023)

Lifting the Curse of Capacity Gap in Distilling Language Models. - Chen Zhang 020; Yang Yang 129; Jiahao Liu; Jingang Wang; Yunsen Xian; Benyou Wang; Dawei Song 001 (ACL (1), 2023)

HuatuoGPT, Towards Taming Language Model to Be a Doctor. - Hongbo Zhang; Junying Chen; Feng Jiang 007; Fei Yu; Zhihong Chen; Guiming Chen; Jianquan Li; Xiangbo Wu; Zhiyi Zhang 007; Qingying Xiao; Xiang Wan; Benyou Wang; et al. (EMNLP (Findings), 2023)

Towards Unifying Medical Vision-and-Language Pre-training via Soft Prompts. - Zhihong Chen; Shizhe Diao; Benyou Wang; Guanbin Li; Xiang Wan (ICCV, 2023)

Med-UniC: Unifying Cross-Lingual Medical Vision-Language Pre-Training by Diminishing Bias. - Zhongwei Wan; Che Liu; Mi Zhang 002; Jie Fu 001; Benyou Wang; Sibo Cheng; Lei Ma 008; César Quilodrán Casas; Rossella Arcucci (NeurIPS, 2023)

CMMA: Benchmarking Multi-Affection Detection in Chinese Multi-Modal Conversations. - Yazhou Zhang; Yang Yu 044; Qing Guo; Benyou Wang; Dongming Zhao; Sagar Uprety; Dawei Song 001; Qiuchi Li; Jing Qin 001 (NeurIPS, 2023)

Adapting Pre-trained Language Models for Quantum Natural Language Processing. - Qiuchi Li; Benyou Wang; Yudong Zhu; Christina Lioma; Qun Liu 001 (CoRR, 2023)

Modular Retrieval for Generalization and Interpretation. - Juhao Liang; Chen Zhang 020; Zhengyang Tang; Jie Fu 001; Dawei Song 001; Benyou Wang (CoRR, 2023)

Nature Language Reasoning, A Survey. - Fei Yu; Hongbo Zhang; Benyou Wang (CoRR, 2023)

A Survey on Biomedical Text Summarization with Pre-trained Language Model. - Qianqian Xie; Zheheng Luo; Benyou Wang; Sophia Ananiadou (CoRR, 2023)

Phoenix: Democratizing ChatGPT across Languages. - Zhihong Chen; Feng Jiang 007; Junying Chen; Tiannan Wang; Fei Yu; Guiming Chen; Hongbo Zhang; Juhao Liang; Chen Zhang 020; Zhiyi Zhang 007; Jianquan Li; Xiang Wan; et al. (CoRR, 2023)

Huatuo-26M, a Large-scale Chinese Medical QA Dataset. - Jianquan Li; Xidong Wang; Xiangbo Wu; Zhiyi Zhang 007; Xiaolong Xu; Jie Fu 001; Prayag Tiwari; Xiang Wan; Benyou Wang (CoRR, 2023)

Word Grounded Graph Convolutional Network. - Zhibin Lu; Qianqian Xie; Benyou Wang; Jian-Yun Nie (CoRR, 2023)

Is Information Extraction Solved by ChatGPT? An Analysis of Performance, Evaluation Criteria, Robustness and Errors. - Ridong Han; Tao Peng 003; Chaohao Yang; Benyou Wang; Lu Liu 013; Xiang Wan (CoRR, 2023)

Injecting Knowledge into Biomedical Pre-trained Models via Polymorphism and Synonymous Substitution. - Hongbo Zhang; Xiang Wan; Benyou Wang (CoRR, 2023)

On the Difference of BERT-style and CLIP-style Text Encoders. - Zhihong Chen; Guiming Hardy Chen; Shizhe Diao; Xiang Wan; Benyou Wang (CoRR, 2023)

CMB: A Comprehensive Medical Benchmark in Chinese. - Xidong Wang; Guiming Hardy Chen; Dingjie Song; Zhiyi Zhang 007; Zhihong Chen; Qingying Xiao; Feng Jiang 007; Jianquan Li; Xiang Wan; Benyou Wang; Haizhou Li 001 (CoRR, 2023)

Large Language Model as a User Simulator. - Chuyi Kong; Yaxin Fan; Xiang Wan; Feng Jiang 007; Benyou Wang (CoRR, 2023)

AceGPT, Localizing Large Language Models in Arabic. - Huang Huang; Fei Yu; Jianqing Zhu; Xuening Sun; Hao Cheng; Dingjie Song; Zhihong Chen; Abdulmohsen Alharthi; Bang An 004; Ziche Liu; Zhiyi Zhang 007; Junying Chen; et al. (CoRR, 2023)

DialogueLLM: Context and Emotion Knowledge-Tuned LLaMA Models for Emotion Recognition in Conversations. - Yazhou Zhang; Mengyao Wang; Prayag Tiwari; Qiuchi Li; Benyou Wang; Jing Qin 001 (CoRR, 2023)

Outcome-supervised Verifiers for Planning in Mathematical Reasoning. - Fei Yu; Anningzhe Gao; Benyou Wang (CoRR, 2023)

HuatuoGPT-II, One-stage Training for Medical Adaption of LLMs. - Junying Chen; Xidong Wang; Anningzhe Gao; Feng Jiang 007; Shunian Chen; Hongbo Zhang; Dingjie Song; Wenya Xie; Chuyi Kong; Jianquan Li; Xiang Wan; Haizhou Li 001; et al. (CoRR, 2023)

MLLM-Bench, Evaluating Multi-modal LLMs using GPT-4V. - Wentao Ge; Shunian Chen; Guiming Chen; Junying Chen; Zhihong Chen; Shuo Yan; Chenghao Zhu; Ziyue Lin; Wenya Xie; Xidong Wang; Anningzhe Gao; Zhiyi Zhang 007; et al. (CoRR, 2023)

Silkie: Preference Distillation for Large Visual Language Models. - Lei Li 039; Zhihui Xie 002; Mukai Li; Shunian Chen; Peiyi Wang; Liang Chen 024; Yazheng Yang; Benyou Wang; Lingpeng Kong (CoRR, 2023)

Exploring the Potential of Dense Information in Multimodal Alignment. - Zhiyuan Fan; Zhihong Chen; Benyou Wang (ACL (Findings), 2024)

PlatoLM: Teaching LLMs in Multi-Round Dialogue via a User Simulator. - Chuyi Kong; Yaxin Fan; Xiang Wan; Feng Jiang 007; Benyou Wang (ACL (1), 2024)

Humans or LLMs as the Judge? A Study on Judgement Bias. - Guiming Chen; Shunian Chen; Ziche Liu; Feng Jiang 007; Benyou Wang (EMNLP, 2024)

Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale. - Junying Chen; Chi Gui; Ruyi Ouyang; Anningzhe Gao; Shunian Chen; Guiming Chen; Xidong Wang; Zhenyang Cai; Ke Ji; Xiang Wan; Benyou Wang (EMNLP, 2024)

VLFeedback: A Large-Scale AI Feedback Dataset for Large Vision-Language Models Alignment. - Lei Li 039; Zhihui Xie 002; Mukai Li; Shunian Chen; Peiyi Wang; Liang Chen 024; Yazheng Yang; Benyou Wang; Lingpeng Kong; Qi Liu 049 (EMNLP, 2024)

Rethinking the Uniformity Metric in Self-Supervised Learning. - Xianghong Fang; Jian Li 054; Qiang Sun; Benyou Wang (ICLR, 2024)

MathScale: Scaling Instruction Tuning for Mathematical Reasoning. - Zhengyang Tang; Xingxing Zhang 002; Benyou Wang; Furu Wei (ICML, 2024)

AceGPT, Localizing Large Language Models in Arabic. - Huang Huang; Fei Yu; Jianqing Zhu; Xuening Sun; Hao Cheng; Dingjie Song; Zhihong Chen; Mosen Alharthi; Bang An 004; Juncai He 001; Ziche Liu; Junying Chen; et al. (NAACL-HLT, 2024)

CMB: A Comprehensive Medical Benchmark in Chinese. - Xidong Wang; Guiming Chen; Dingjie Song; Zhiyi Zhang 007; Zhihong Chen; Qingying Xiao; Junying Chen; Feng Jiang 007; Jianquan Li; Xiang Wan; Benyou Wang; Haizhou Li 001 (NAACL-HLT, 2024)

OVM, Outcome-supervised Value Models for Planning in Mathematical Reasoning. - Fei Yu; Anningzhe Gao; Benyou Wang (NAACL-HLT (Findings), 2024)

GMAI-MMBench: A Comprehensive Multimodal Evaluation Benchmark Towards General Medical AI. - Pengcheng Chen; Jin Ye 002; Guoan Wang; Yanjun Li 007; Zhongying Deng; Wei Li 044; Tianbin Li; Haodong Duan; Ziyan Huang; Yanzhou Su; Benyou Wang; Shaoting Zhang 001; et al. (NeurIPS, 2024)

Alignment at Pre-training! Towards Native Alignment for Arabic LLMs. - Juhao Liang; Zhenyang Cai; Jianqing Zhu; Huang Huang; Kewei Zong; Bang An 004; Mosen Alharthi; Juncai He 001; Lian Zhang; Haizhou Li 001; Benyou Wang; Jinchao Xu (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)

Boosting Protein Language Models with Negative Sample Mining. - Yaoyao Xu; Xinjian Zhao; Xiaozhuang Song; Benyou Wang; Tianshu Yu 001 (ECML/PKDD (10), 2024)

MedBench: A Comprehensive, Standardized, and Reliable Benchmarking System for Evaluating Chinese Medical Large Language Models. - Mianxin Liu; Weiguo Hu; Jinru Ding; Jie Xu; Xiaoyang Li; Lifeng Zhu; Zhian Bai; Xiaoming Shi; Benyou Wang; Haitao Song 001; Pengfei Liu 003; Xiaofan Zhang 002; et al. (Big Data Min. Anal., 2024)

Pushing The Limit of LLM Capacity for Text Classification. - Yazhou Zhang; Mengyao Wang; Chenyu Ren; Qiuchi Li; Prayag Tiwari; Benyou Wang; Jing Qin 001 (CoRR, 2024)

Humans or LLMs as the Judge? A Study on Judgement Biases. - Guiming Hardy Chen; Shunian Chen; Ziche Liu; Feng Jiang 007; Benyou Wang (CoRR, 2024)

ALLaVA: Harnessing GPT4V-synthesized Data for A Lite Vision-Language Model. - Guiming Hardy Chen; Shunian Chen; Ruifei Zhang; Junying Chen; Xiangbo Wu; Zhiyi Zhang 007; Zhihong Chen; Jianquan Li; Xiang Wan; Benyou Wang (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)

Apollo: An Lightweight Multilingual Medical LLM towards Democratizing Medical AI to 6B People. - Xidong Wang; Nuo Chen 002; Junyin Chen; Yan Hu; Yidong Wang; Xiangbo Wu; Anningzhe Gao; Xiang Wan; Haizhou Li 001; Benyou Wang (CoRR, 2024)

Online Training of Large Language Models: Learn while chatting. - Juhao Liang; Ziwei Wang; Zhuoheng Ma; Jianquan Li; Zhiyi Zhang 007; Xiangbo Wu; Benyou Wang (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)

MileBench: Benchmarking MLLMs in Long Context. - Dingjie Song; Shunian Chen; Guiming Hardy Chen; Fei Yu; Xiang Wan; Benyou Wang (CoRR, 2024)

Smurfs: Leveraging Multiple Proficiency Agents with Context-Efficiency for Tool Planning. - Junzhi Chen; Juhao Liang; Benyou Wang (CoRR, 2024)

Evaluating LLMs at Evaluating Temporal Generalization. - Chenghao Zhu; Nuo Chen 002; Yufei Gao; Benyou Wang (CoRR, 2024)

Mamo: a Mathematical Modeling Benchmark with Solvers. - Xuhan Huang; Qingning Shen; Yan Hu; Anningzhe Gao; Benyou Wang (CoRR, 2024)

Mixture of Experts Using Tensor Products. - Zhan Su 002; Fengran Mo; Prayag Tiwari; Benyou Wang; Jian-Yun Nie; Jakob Grue Simonsen (CoRR, 2024)

ORLM: Training Large Language Models for Optimization Modeling. - Zhengyang Tang; Chenyu Huang; Xin Zheng; Shixi Hu; Zizhuo Wang 001; Dongdong Ge; Benyou Wang (CoRR, 2024)

MotionLLM: Understanding Human Behaviors from Human Motions and Videos. - Ling-Hao Chen; Shunlin Lu; Ailing Zeng; Hao Zhang 097; Benyou Wang; Ruimao Zhang; Lei Zhang 001 (CoRR, 2024)

LLMs Could Autonomously Learn Without External Supervision. - Ke Ji; Junying Chen; Anningzhe Gao; Wenya Xie; Xiang Wan; Benyou Wang (CoRR, 2024)

LLMs for Doctors: Leveraging Medical LLMs to Assist Doctors, Not Replace Them. - Wenya Xie; Qingying Xiao; Yu Zheng; Xidong Wang; Junying Chen; Ke Ji; Anningzhe Gao; Xiang Wan; Feng Jiang 007; Benyou Wang (CoRR, 2024)

HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale. - Junying Chen; Ruyi Ouyang; Anningzhe Gao; Shunian Chen; Guiming Hardy Chen; Xidong Wang; Ruifei Zhang; Zhenyang Cai; Ke Ji; Guangjun Yu; Xiang Wan; Benyou Wang (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)

LongLLaVA: Scaling Multi-modal LLMs to 1000 Images Efficiently via Hybrid Architecture. - Xidong Wang; Dingjie Song; Shunian Chen; Chen Zhang 020; Benyou Wang (CoRR, 2024)

Roadmap towards Superhuman Speech Understanding using Large Language Models. - Fan Bu; Yuhao Zhang; Xidong Wang; Benyou Wang; Qun Liu 001; Haizhou Li 001 (CoRR, 2024)

Both Text and Images Leaked! A Systematic Analysis of Multimodal LLM Data Contamination. - Dingjie Song; Sicheng Lai; Shunian Chen; Lichao Sun; Benyou Wang (CoRR, 2024)

AV-Odyssey Bench: Can Your Multimodal LLMs Really Understand Audio-Visual Information? - Kaixiong Gong; Kaituo Feng; Bohao Li; Yibing Wang; Mofan Cheng; Shijia Yang; Jiaming Han; Benyou Wang; Yutong Bai; Zhuoran Yang; Xiangyu Yue 001 (CoRR, 2024)

Second Language (Arabic) Acquisition of LLMs via Progressive Vocabulary Expansion. - Jianqing Zhu; Huang Huang; Zhihang Lin; Juhao Liang; Zhengyang Tang; Khalid Almubarak; Abdulmohsen Alharthik; Bang An 004; Juncai He 001; Xiangbo Wu; Fei Yu; Junying Chen; et al. (CoRR, 2024)

BlenderLLM: Training Large Language Models for Computer-Aided Design with Self-improvement. - Yuhao Du; Shunian Chen; Wenbo Zan; Peizhao Li; Mingxuan Wang; Dingjie Song; Bo Li; Yan Hu; Benyou Wang (CoRR, 2024)

HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs. - Junying Chen; Zhenyang Cai; Ke Ji; Xidong Wang; Wanlong Liu; Rongsheng Wang; Jianye Hou; Benyou Wang (CoRR, 2024)

On the Compositional Generalization of Multimodal LLMs for Medical Imaging. - Zhenyang Cai; Junying Chen; Rongsheng Wang; Weihong Wang; Yonglin Deng; Dingjie Song; Yize Chen; Zixu Zhang; Benyou Wang (CoRR, 2024)

Document-level Relation Extraction with Relation Correlations. - Ridong Han; Tao Peng 003; Benyou Wang; Lu Liu 013; Prayag Tiwari; Xiang Wan (Neural Networks, 2024)

Mixture of Latent Experts Using Tensor Products. - Zhan Su 002; Fengran Mo; Prayag Tiwari; Benyou Wang; Qiuchi Li; Jian-Yun Nie; Jakob Grue Simonsen (Trans. Mach. Learn. Res., 2024)

A Survey of Quantum-cognitively Inspired Sentiment Analysis Models. - Yaochen Liu; Qiuchi Li; Benyou Wang; Yazhou Zhang; Dawei Song 001 (ACM Comput. Surv., 2024)

Pre-trained Language Models in Biomedical Domain: A Systematic Survey. - Benyou Wang; Qianqian Xie; Jiahuan Pei; Zhihong Chen; Prayag Tiwari; Zhao Li; Jie Fu 001 (ACM Comput. Surv., 2024)

Spatio-temporal Contrastive Learning-enhanced GNNs for Session-based Recommendation. - Zhongwei Wan; Xin Liu 039; Benyou Wang; Jiezhong Qiu; Boyu Li 003; Ting Guo; Guangyong Chen; Yang Wang 002 (ACM Trans. Inf. Syst., 2024)

Few-Shot Class-Incremental Learning for Medical Time Series Classification. - Le Sun 003; Mingyang Zhang; Benyou Wang; Prayag Tiwari (IEEE J. Biomed. Health Informatics, 2024)

On Elastic Language Models. - Chen Zhang 020; Benyou Wang; Dawei Song 001 (ACM Trans. Inf. Syst., 2024)

Natural Language Reasoning, A Survey. - Fei Yu; Hongbo Zhang; Prayag Tiwari; Benyou Wang (ACM Comput. Surv., 2024)

Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging. - Zhenyang Cai; Junying Chen; Rongsheng Wang; Weihong Wang; Yonglin Deng; Dingjie Song; Yize Chen; Zixu Zhang; Benyou Wang (ACL (1), 2025)

Towards Medical Complex Reasoning with LLMs through Medical Verifiable Problems. - Junying Chen; Zhenyang Cai; Ke Ji; Xidong Wang; Wanlong Liu; Rongsheng Wang; Benyou Wang (ACL (Findings), 2025)

CoD, Towards an Interpretable Medical Agent using Chain of Diagnosis. - Junying Chen; Chi Gui; Anningzhe Gao; Ke Ji; Xidong Wang; Xiang Wan; Benyou Wang (ACL (Findings), 2025)

Unlocking LLMs' Self-Improvement Capacity with Autonomous Learning for Domain Adaptation. - Ke Ji; Junying Chen; Anningzhe Gao; Wenya Xie; Xiang Wan; Benyou Wang (ACL (Findings), 2025)

Soundwave: Less is More for Speech-Text Alignment in LLMs. - Yuhao Zhang; Zhiheng Liu; Fan Bu; Ruiyu Zhang; Benyou Wang; Haizhou Li 001 (ACL (1), 2025)

Leveraging Unit Language Guidance to Advance Speech Modeling in Textless Speech-to-Speech Translation. - Yuhao Zhang; Xiangnan Ma; Kaiqi Kou; Peizhuo Liu; Weiqiao Shan; Benyou Wang; Tong Xiao; Yuxin Huang; Zhengtao Yu 001; JingBo Zhu (ACL (Findings), 2025)

Second Language (Arabic) Acquisition of LLMs via Progressive Vocabulary Expansion. - Jianqing Zhu; Huang Huang; Zhihang Lin; Juhao Liang; Zhengyang Tang; Khalid Almubarak; Mosen Alharthi; Bang An 004; Juncai He 001; Xiangbo Wu; Fei Yu; Junying Chen; et al. (ACL (1), 2025)

Less is More: A Simple yet Effective Token Reduction Method for Efficient Multi-modal LLMs. - Dingjie Song; Wenjun Wang; Shunian Chen; Xidong Wang; Michael X. Guan; Benyou Wang (COLING, 2025)

Omni-MATH: A Universal Olympiad Level Mathematic Benchmark for Large Language Models. - Bofei Gao; Feifan Song 001; Zhe Yang 013; Zefan Cai; Yibo Miao; Qingxiu Dong; Lei Li 039; Chenghao Ma; Liang Chen 024; Runxin Xu; Zhengyang Tang; Benyou Wang; et al. (ICLR, 2025)

Efficiently Democratizing Medical LLMs for 50 Languages via a Mixture of Language Family Experts. - Guorui Zheng; Xidong Wang; Juhao Liang; Nuo Chen 002; Yuping Zheng; Benyou Wang (ICLR, 2025)

Smurfs: Multi-Agent System using Context-Efficient DFSDT for Tool Planning. - Junzhi Chen; Juhao Liang; Benyou Wang (NAACL (Long Papers), 2025)

Is Your LLM Outdated? A Deep Look at Temporal Generalization. - ChenghaoZhu ChenghaoZhu; Nuo Chen 002; Yufei Gao; Yunyi Zhang; Prayag Tiwari; Benyou Wang (NAACL (Long Papers), 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)

MLLM-Bench: Evaluating Multimodal LLMs with Per-sample Criteria. - Wentao Ge; Shunian Chen; Hardy Chen; Nuo Chen 002; Junying Chen; Zhihong Chen; Wenya Xie; Shuo Yan; ChenghaoZhu ChenghaoZhu; Ziyue Lin; Dingjie Song; Xidong Wang; et al. (NAACL (Long Papers), 2025)

LLMs for Mathematical Modeling: Towards Bridging the Gap between Natural and Mathematical Languages. - Xuhan Huang; Qingning Shen; Yan Hu; Anningzhe Gao; Benyou Wang (NAACL (Findings), 2025)

Huatuo-26M, a Large-scale Chinese Medical QA Dataset. - Xidong Wang; Jianquan Li; Shunian Chen; Yuxuan Zhu; Xiangbo Wu; Zhiyi Zhang 007; Xiaolong Xu; Junying Chen; Jie Fu 001; Xiang Wan; Anningzhe Gao; 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)

Periodical Moving Average Accelerates Gradient Accumulation for Post-Training. - Yumou Liu; An Li; Chaojie Li; Fei Yu; Benyou Wang (UAI, 2025)

Beyond Binary: Towards Fine-Grained LLM-Generated Text Detection via Role Recognition and Involvement Measurement. - Zihao Cheng; Li Zhou 010; Feng Jiang 007; Benyou Wang; Haizhou Li 001 (WWW, 2025)

DialogueLLM: Context and emotion knowledge-tuned large language models for emotion recognition in conversations. - Yazhou Zhang; Mengyao Wang; Youxi Wu; Prayag Tiwari; Qiuchi Li; Benyou Wang; Jing Qin 001 (Neural Networks, 2025)

Synthetic Data (Almost) from Scratch: Generalized Instruction Tuning for Language Models. - Haoran Li; Qingxiu Dong; Zhengyang Tang; Chaojun Wang; Xingxing Zhang 002; Haoyang Huang; Shaohan Huang; Xiaolong Huang; Zeqiang Huang; Dongdong Zhang 001; Yuxian Gu; Xin Cheng 002; et al. (Trans. Mach. Learn. Res., 2025)

RAG-Instruct: Boosting LLMs with Diverse Retrieval-Augmented Instructions. - Wanlong Liu; Junying Chen; Ke Ji; Li Zhou 010; Wenyu Chen 001; Benyou Wang (CoRR, 2025)

Enabling Scalable Oversight via Self-Evolving Critic. - Zhengyang Tang; Ziniu Li; Zhenyang Xiao; Tian Ding; Ruoyu Sun 001; Benyou Wang; Dayiheng Liu; Fei Huang 005; Tianyu Liu 001; Bowen Yu 002; Junyang Lin (CoRR, 2025)

RealCritic: Towards Effectiveness-Driven Evaluation of Language Model Critiques. - Zhengyang Tang; Ziniu Li; Zhenyang Xiao; Tian Ding; Ruoyu Sun 001; Benyou Wang; Dayiheng Liu; Fei Huang 005; Tianyu Liu 001; Bowen Yu 002; Junyang Lin (CoRR, 2025)

Scaling Flaws of Verifier-Guided Search in Mathematical Reasoning. - Fei Yu; Yingru Li; Benyou Wang (CoRR, 2025)

Federated Linear Dueling Bandits. - Xuhan Huang; Yan Hu; Zhiyan Li; Zhiyong Wang; Benyou Wang; Zhongxiang Dai (CoRR, 2025)

TwinMarket: A Scalable Behavioral and Social Simulation for Financial Markets. - Yuzhe Yang 002; Yifei Zhang; Minghao Wu; Kaidi Zhang; Yunmiao Zhang; Honghai Yu; Yan Hu; Benyou Wang (CoRR, 2025)

Uncertainty-Aware Search and Value Models: Mitigating Search Scaling Flaws in LLMs. - Fei Yu; Yingru Li; Benyou Wang (CoRR, 2025)

Towards Understanding Fine-Tuning Mechanisms of LLMs via Circuit Analysis. - Xu Wang 033; Yan Hu; Wenyu Du; Reynold Cheng; Benyou Wang; Difan Zou (CoRR, 2025)

NavigateDiff: Visual Predictors are Zero-Shot Navigation Assistants. - Yiran Qin; Ao Sun; Yuze Hong; Benyou Wang; Ruimao Zhang (CoRR, 2025)

The First Few Tokens Are All You Need: An Efficient and Effective Unsupervised Prefix Fine-Tuning Method for Reasoning Models. - Ke Ji; Jiahao Xu; Tian Liang; Qiuzhi Liu; Zhiwei He 002; Xingyu Chen; Xiaoyuan Liu; Zhijie Wang; Junying Chen; Benyou Wang; Zhaopeng Tu; Haitao Mi; et al. (CoRR, 2025)

S2S-Arena, Evaluating Speech2Speech Protocols on Instruction Following with Paralinguistic Information. - Feng Jiang 007; Zhiyu Lin; Fan Bu; Yuhao Du; Benyou Wang; Haizhou Li 001 (CoRR, 2025)

Large Language Models for Outpatient Referral: Problem Definition, Benchmarking and Challenges. - Xiaoxiao Liu; Qingying Xiao; Junying Chen; Xiangyi Feng; Xiangbo Wu; Bairui Zhang; Xiang Wan; Jian Chang; Guangjun Yu; Yan Hu; Benyou Wang (CoRR, 2025)

Video-R1: Reinforcing Video Reasoning in MLLMs. - Kaituo Feng; Kaixiong Gong; Bohao Li; Zonghao Guo; Yibing Wang; Tianshuo Peng; Benyou Wang; Xiangyu Yue 001 (CoRR, 2025)

Learning from Peers in Reasoning Models. - Tongxu Luo; Wenyu Du; Jiaxi Bi; Stephen Chung; Zhengyang Tang; Hao Yang 006; Min Zhang; Benyou Wang (CoRR, 2025)

Real-Time Verification of Embodied Reasoning for Generative Skill Acquisition. - Bo Yue; Shuqi Guo; Kaiyu Hu; Chujiao Wang; Benyou Wang; Kui Jia; Guiliang Liu (CoRR, 2025)

From Word to World: Evaluate and Mitigate Culture Bias via Word Association Test. - Xunlian Dai; Li Zhou 010; Benyou Wang; Haizhou Li 001 (CoRR, 2025)

Model Unlearning via Sparse Autoencoder Subspace Guided Projections. - Xu Wang 033; Zihao Li; Benyou Wang; Yan Hu; Difan Zou (CoRR, 2025)

FusionAudio-1.2M: Towards Fine-grained Audio Captioning with Multimodal Contextual Fusion. - Shunian Chen; Xinyuan Xie; Zheshu Chen; Liyan Zhao; Owen Lee; Zhan Su 002; Qilin Sun 001; Benyou Wang (CoRR, 2025)

CoRT: Code-integrated Reasoning within Thinking. - Chengpeng Li 001; Zhengyang Tang; Ziniu Li; Mingfeng Xue; Keqin Bao; Tian Ding; Ruoyu Sun 001; Benyou Wang; Xiang Wang 010; Junyang Lin; Dayiheng Liu (CoRR, 2025)

SRLAgent: Enhancing Self-Regulated Learning Skills through Gamification and LLM Assistance. - Wentao Ge; Yuqing Sun; Ziyan Wang; Haoyue Zheng; Weiyang He; Piaohong Wang; Qianyu Zhu; Benyou Wang (CoRR, 2025)

QFFT, Question-Free Fine-Tuning for Adaptive Reasoning. - Wanlong Liu; Junxiao Xu; Fei Yu; Yukang Lin; Ke Ji; Wenyu Chen 001; Yan Xu; Yasheng Wang; Lifeng Shang; Benyou Wang (CoRR, 2025)

ShareGPT-4o-Image: Aligning Multimodal Models with GPT-4o-Level Image Generation. - Junying Chen; Zhenyang Cai; Pengcheng Chen; Shunian Chen; Ke Ji; Xidong Wang; Yunjin Yang; Benyou Wang (CoRR, 2025)

MedGen: Unlocking Medical Video Generation by Scaling Granularly-annotated Medical Videos. - Rongsheng Wang; Junying Chen; Ke Ji; Zhenyang Cai; Shunian Chen; Yunjin Yang; Benyou Wang (CoRR, 2025)

Towards Assessing Medical Ethics from Knowledge to Practice. - Chang Hong; Minghao Wu; Qingying Xiao; Yuchi Wang; Xiang Wan; Guangjun Yu; Benyou Wang; Yan Hu (CoRR, 2025)