Publications

2026

  1. CALM Before the STORM: Unlocking Native Reasoning for Optimization Modeling
    Zhengyang Tang, Zihan Ye, Chenyu Huang,  others, and Benyou Wang,
    In ICML 2026 2026
    AI for Reasoning and Agentic RL
    Google Scholar
    arXiv Code
  2. OnePO: Direct One-stage Policy Optimization for SFT-free Domain Adaptation
    Junying Chen, Xinyuan Xie, Ziniu Li, and Benyou Wang,
    In ICML 2026 2026
    AI for Reasoning and Agentic RL
    Google Scholar
  3. CRPO: Character-centric Group Relative Policy Optimization for Role-aware Reasoning
    Yihong Tang, Kehai Chen, Liang Yue, Benyou Wang, and Min Zhang,
    In ICML 2026 2026
    AI for Reasoning and Agentic RL
    Google Scholar
    arXiv
  4. MicroVerse: A Preliminary Exploration Toward a Micro-World Simulation
    Rongsheng Wang, Minghao Wu, Hongru Zhou,  others, and Benyou Wang,
    In ICLR 2026 2026
    Agent AI for Social Science World Models and Embodied AI
    Google Scholar
    arXiv Code
  5. LiveClin: A Live Clinical Benchmark without Leakage
    Xidong Wang, Shuqi Guo, Yue Shen,  others, and Benyou Wang,
    In ICLR 2026 2026
    Medical LLMs AI for Healthcare
    Google Scholar
    arXiv Code
  6. Human or Machine? A Preliminary Turing Test for Speech-to-Speech Interaction
    Xiang Li, Jiabao Gao, Sipei Lin,  others, and Benyou Wang,
    In ICLR 2026 2026
    Speech LLMs Human-agent Interaction
    Google Scholar
    arXiv
  7. Does Higher Interpretability Imply Better Utility? A Pairwise Analysis on Sparse Autoencoders
    Xu Wang, Yan Hu, Benyou Wang, and Difan Zou,
    In ICLR 2026 2026
    LLM Efficiency and AI Infra LLM Interpretability
    Google Scholar
    Outstanding Paper arXiv
  8. EchoMind: An Interrelated Multi-level Benchmark for Evaluating Empathetic Speech Language Models
    Li Zhou, Lutong Yu, You Lyu,  others, Benyou Wang, and Haizhou Li,
    In ICLR 2026 2026
    Speech LLMs Human-agent Interaction
    Google Scholar
    arXiv Website
  9. Cut Your Losses! Learning to Prune Paths Early for Efficient Parallel Reasoning
    Jiaxi Bi, Tongxu Luo, Wenyu Du, Zhengyang Tang, and Benyou Wang,
    In ACL 2026 2026
    AI for Reasoning and Agentic RL LLM Efficiency and AI Infra
    Google Scholar
    arXiv
  10. Human or LLM as Standardized Patients? A Comparative Study in Medical Education
    Bingquan Zhang, Xiaoxiao Liu, Yuchi Wang,  others, and Benyou Wang,
    In ACL 2026 2026
    Medical LLMs AI for Healthcare Human-agent Interaction
    Google Scholar
    arXiv
  11. Towards Fine-grained Audio Captioning with Multimodal Contextual Fusion
    Shunian Chen, Xinyuan Xie, Zheshu Chen,  others, and Benyou Wang,
    In ACL 2026 2026
    Speech LLMs Multi-modal LLMs
    Google Scholar
    arXiv Code
  12. S2S-Arena: Evaluating Paralinguistic Instruction Following in Speech-to-Speech Models
    Feng Jiang, Zhiyu Lin, Yiyang Liu,  others, Benyou Wang, and Haizhou Li,
    In ACL 2026 2026
    Speech LLMs Human-agent Interaction
    Google Scholar
    arXiv Code Website
  13. It Talks Like a Patient, But Feels Different: Co-Designing AI Standardized Patients
    Zhiqi Gao, Guo Zhu, Huarui Luo,  others, and Benyou Wang,
    In CHI 2026 2026
    Human-agent Interaction Medical LLMs AI for Healthcare
    Google Scholar
    arXiv HTML
  14. Can Audio Language Models Listen Between the Lines? A Study on Metaphorical Reasoning
    Hongru Xiao, Xiang Li, Duyi Pan,  others, and Benyou Wang,
    In ACM MM 2026 2026
    Speech LLMs AI for Reasoning and Agentic RL
    Google Scholar
    HTML Code

2025

  1. TwinMarket: A Scalable Behavioral and Social Simulation for Financial Markets
    Yuzhe Yang, Yifei Zhang, Minghao Wu,  others, and Benyou Wang,
    In NeurIPS 2025 2025
    AI for Social Science Agent World Models and Embodied AI
    Google Scholar
    Best Paper arXiv
  2. Question-Free Fine-Tuning: Towards Efficient and Adaptive Reasoning in LLMs
    Wanlong Liu, Junxiao Xu, Fei Yu,  others, and Benyou Wang,
    In NeurIPS 2025 Spotlight 2025
    AI for Reasoning and Agentic RL LLM Efficiency and AI Infra
    Google Scholar
    arXiv HTML Code
  3. Video-R1: Reinforcing Video Reasoning in MLLMs
    Kaituo Feng, Kaixiong Gong, Bohao Li,  others, Benyou Wang, and Xiangyu Yue,
    In NeurIPS 2025 2025
    Multi-modal LLMs AI for Reasoning and Agentic RL
    Google Scholar
    arXiv Code
  4. The First Few Tokens Are All You Need: An Efficient Unsupervised Prefix Fine-Tuning Method
    Ke Ji, Jiahao Xu, Tian Liang,  others, Benyou Wang, Zhaopeng Tu, Haitao Mi, and Dong Yu,
    In NeurIPS 2025 2025
    LLM Efficiency and AI Infra
    Google Scholar
    arXiv
  5. CoRT: Code-integrated Reasoning within Thinking
    Chengpeng Li, Zhengyang Tang, Ziniu Li,  others, Benyou Wang, and Dayiheng Liu,
    In NeurIPS 2025 2025
    AI for Reasoning and Agentic RL
    Google Scholar
    arXiv Code
  6. Enabling Doctor-Centric Medical AI with LLMs through Workflow-Aligned Tasks
    Wenya Xie, Qingying Xiao, Yu Zheng,  others, and Benyou Wang,
    npj Health Systems 2025
    Medical LLMs AI for Healthcare Agent
    Google Scholar
    arXiv HTML
  7. MotionLLM: Understanding Human Behaviors from Human Motions and Videos
    Ling-Hao Chen, Shunlin Lu, Ailing Zeng,  others, Benyou Wang, Ruimao Zhang, and Lei Zhang,
    IEEE TPAMI 2025
    Multi-modal LLMs World Models and Embodied AI
    Google Scholar
    arXiv HTML Code Website
  8. Guidelines for Reporting Studies on Large Language Models in Radiology
    Jonathan Kottlors, Andra-Iza Iuga,  others, Benyou Wang, and others,
    Radiology 2025
    Medical LLMs AI for Healthcare
    Google Scholar
    HTML
  9. RAG-Instruct: Boosting LLMs with Diverse Retrieval-Augmented Instructions
    Wanlong Liu, Junying Chen, Ke Ji, Li Zhou, Wenyu Chen, and Benyou Wang,
    In EMNLP 2025 Oral 2025
    LLM Efficiency and AI Infra
    Google Scholar
    arXiv
  10. From Word to World: Evaluate and Mitigate Culture Bias in LLMs via Word Association Test
    Xunlian Dai, Li Zhou, Benyou Wang, and Haizhou Li,
    In EMNLP 2025 2025
    AI for Social Science
    Google Scholar
    arXiv
  11. Model Unlearning via Sparse Autoencoder Subspace Guided Projections
    Xu Wang, Zihao Li, Benyou Wang, Yan Hu, and Difan Zou,
    In EMNLP 2025 2025
    LLM Efficiency and AI Infra LLM Interpretability
    Google Scholar
    arXiv
  12. LongLLaVA: Scaling Multi-modal LLMs to 1000 Images Efficiently via Hybrid Architecture
    Xidong Wang, Dingjie Song, Shunian Chen,  others, and Benyou Wang,
    In EMNLP 2025 Findings 2025
    Multi-modal LLMs LLM Efficiency and AI Infra
    Google Scholar
    arXiv Code
  13. Towards Understanding Fine-Tuning Mechanisms of LLMs via Circuit Analysis
    Xu Wang, Yan Hu, Wenyu Du, Reynold Cheng, Benyou Wang, and Difan Zou,
    In ICML 2025 2025
    LLM Efficiency and AI Infra LLM Interpretability
    Google Scholar
    arXiv
  14. Self-Evolving Critique Abilities in Large Language Models
    Zhengyang Tang, Ziniu Li, Zhenyang Xiao,  others, Benyou Wang, Dayiheng Liu, Fei Huang, Tianyu Liu, Bowen Yu, and Junyang Lin,
    In COLM 2025 2025
    AI for Reasoning and Agentic RL
    Google Scholar
    arXiv Code
  15. E2-RAG: Towards Editable Efficient RAG by Editing Compressed KV Caches
    Tongxu Luo, Wenyu Du, HanWen Hao, Min Zhang, Hao Yang, and Benyou Wang,
    In COLM 2025 2025
    LLM Efficiency and AI Infra
    Google Scholar
    HTML Code
  16. Periodical Moving Average Accelerates Gradient Accumulation for Post-Training
    Yumou Liu, An Li, Chaojie Li, Fei Yu, and Benyou Wang,
    In UAI 2025 2025
    LLM Efficiency and AI Infra
    Google Scholar
    HTML PDF
  17. NavigateDiff: Visual Predictors are Zero-Shot Navigation Assistants
    Yiran Qin, Ao Sun, Hong Yuze, Benyou Wang, and Ruimao Zhang,
    In ICRA 2025 2025
    Multi-modal LLMs World Models and Embodied AI
    Google Scholar
    arXiv
  18. Second Language (Arabic) Acquisition of LLMs via Progressive Vocabulary Expansion
    Jianqing Zhu, Huang Huang, Zhihang Lin,  others, Benyou Wang, and Jinchao Xu,
    In ACL 2025 2025
    Multilingual LLMs
    Google Scholar
    arXiv Code
  19. Exploring Compositional Generalization of Multimodal LLMs for Medical Imaging
    Zhenyang Cai, Junying Chen, Rongsheng Wang,  others, and Benyou Wang,
    In ACL 2025 2025
    Multi-modal LLMs Medical LLMs AI for Healthcare
    Google Scholar
    arXiv Code
  20. Soundwave: Less is More for Speech-Text Alignment in LLMs
    Yuhao Zhang, Zhiheng Liu, Fan Bu, Ruiyu Zhang, Benyou Wang, and Haizhou Li,
    In ACL 2025 2025
    Speech LLMs
    Google Scholar
    arXiv Code
  21. CoD, Towards an Interpretable Medical Agent using Chain of Diagnosis
    Junying Chen, Chi Gui, Anningzhe Gao,  others, and Benyou Wang,
    In ACL 2025 Findings 2025
    Medical LLMs AI for Healthcare Agent LLM Interpretability
    Google Scholar
    arXiv Code
  22. Towards Medical Complex Reasoning with LLMs through Medical Verifiable Problems
    Junying Chen, Zhenyang Cai, Ke Ji,  others, and Benyou Wang,
    In ACL 2025 Findings 2025
    Medical LLMs AI for Healthcare AI for Reasoning and Agentic RL
    Google Scholar
    arXiv Code
  23. Unlocking LLMs’ Self-Improvement Capacity with Autonomous Learning for Domain Adaptation
    Ke Ji, Junying Chen, Anningzhe Gao, Wenya Xie, Xiang Wan, and Benyou Wang,
    In ACL 2025 Findings 2025
    LLM Efficiency and AI Infra
    Google Scholar
    HTML
  24. Efficiently Democratizing Medical LLMs for 50 Languages via Mixture of Language Family Experts
    Guorui Zheng, Xidong Wang, Juhao Liang,  others, and Benyou Wang,
    In ICLR 2025 2025
    Medical LLMs AI for Healthcare LLM Efficiency and AI Infra Multilingual LLMs
    Google Scholar
    arXiv Code
  25. Omni-MATH: A Universal Olympiad Level Mathematic Benchmark for Large Language Models
    Bofei Gao, Feifan Song, Zhe Yang,  others, Benyou Wang, and others,
    In ICLR 2025 2025
    AI for Reasoning and Agentic RL
    Google Scholar
    arXiv Code
  26. ORLM: A Customizable Framework in Training Large Models for Automated Optimization Modeling
    Chenyu Huang, Zhengyang Tang, Shixi Hu,  others, Benyou Wang, and Zizhuo Wang,
    Operations Research 2025
    AI for Reasoning and Agentic RL
    Google Scholar
    arXiv Code
  27. Smurfs: Multi-Agent System using Context-Efficient DFSDT for Tool Planning
    Junzhi Chen, Juhao Liang, and Benyou Wang,
    In NAACL 2025 2025
    Agent LLM Efficiency and AI Infra
    Google Scholar
    arXiv HTML Code
  28. Is Your LLM Outdated? Evaluating LLMs at Temporal Generalization
    Chenghao Zhu, Nuo Chen, Yufei Gao,  others, and Benyou Wang,
    In NAACL 2025 2025
    Google Scholar
    arXiv Code
  29. MLLM-Bench: Evaluating Multimodal LLMs with Per-sample Criteria
    Wentao Ge, Shunian Chen, Guiming Hardy Chen,  others, and Benyou Wang,
    In NAACL 2025 2025
    Multi-modal LLMs
    Google Scholar
    arXiv Code Website
  30. 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, and Benyou Wang,
    In COLING 2025 2025
    Multi-modal LLMs LLM Efficiency and AI Infra
    Google Scholar
    arXiv Code

2024

  1. Large Language Model as a User Simulator
    Chuyi Kong, Yaxin Fan, Xiang Wan, Feng Jiang, and Benyou Wang,
    ACL 2024 2024
    Agent Human-agent Interaction
    Google Scholar
    arXiv Code
  2. Synthetic Data (Almost) from Scratch: Generalized Instruction Tuning for Language Models
    Haoran Li, Qingxiu Dong, Zhengyang Tang,  others, Benyou Wang, Wai Lam, and Furu Wei,
    TMLR 2024
    LLM Efficiency and AI Infra
    Google Scholar
    arXiv HTML
  3. Alignment at Pre-training! Towards Native Alignment for Arabic LLMs
    Juhao Liang, Zhenyang Cai, Jianqing Zhu,  others, Benyou Wang, and Jinchao Xu,
    In NeurIPS 2024 2024
    Multilingual LLMs
    Google Scholar
    arXiv HTML
  4. GMAI-MMBench: A Comprehensive Multimodal Evaluation Benchmark Towards General Medical AI
    Pengcheng Chen, Jin Ye, Guoan Wang,  others, Benyou Wang, and others,
    In NeurIPS 2024 Datasets and Benchmarks Track 2024
    Multi-modal LLMs Medical LLMs AI for Healthcare
    Google Scholar
    arXiv Code Website
  5. FinBen: An Holistic Financial Benchmark for Large Language Models
    Qianqian Xie, Weiguang Han, Zhengyu Chen,  others, Benyou Wang, and others,
    In NeurIPS 2024 Datasets and Benchmarks Track 2024
    AI for Social Science
    Google Scholar
    arXiv HTML Code
  6. HuatuoGPT-Vision, Towards Injecting Medical Visual Knowledge into Multimodal LLMs at Scale
    Junying Chen, Chi Gui, Ruyi Ouyang,  others, and Benyou Wang,
    In EMNLP 2024 2024
    Multi-modal LLMs Medical LLMs AI for Healthcare
    Google Scholar
    arXiv Code
  7. Humans or LLMs as the Judge? A Study on Judgement Biases
    Guiming Hardy Chen, Shunian Chen, Ziche Liu, Feng Jiang, and Benyou Wang,
    In EMNLP 2024 2024
    Human-agent Interaction
    Google Scholar
    arXiv HTML
  8. VLFeedback: A Large-Scale AI Feedback Dataset for Large Vision-Language Models Alignment
    Lei Li, Zhihui Xie, Mukai Li,  others, Benyou Wang, Lingpeng Kong, and Qi Liu,
    In EMNLP 2024 2024
    Multi-modal LLMs
    Google Scholar
    arXiv Website
  9. HuatuoGPT-II, One-stage Training for Medical Adaption of LLMs
    Junying Chen, Xidong Wang, Ke Ji,  others, and Benyou Wang,
    In COLM 2024 2024
    Medical LLMs AI for Healthcare
    Google Scholar
    arXiv Code
  10. MileBench: Benchmarking MLLMs in Long Context
    Dingjie Song, Shunian Chen, Guiming Hardy Chen, Fei Yu, Xiang Wan, and Benyou Wang,
    In COLM 2024 2024
    Multi-modal LLMs
    Google Scholar
    arXiv Website
  11. MathScale: Scaling Instruction Tuning for Mathematical Reasoning
    Zhengyang Tang, Xingxing Zhang, Benyou Wang, and Furu Wei,
    In ICML 2024 2024
    AI for Reasoning and Agentic RL
    Google Scholar
    arXiv
  12. Rethinking the Uniformity Metric in Self-Supervised Learning
    Xianghong Fang, Jian Li, Qiang Sun, and Benyou Wang,
    In ICLR 2024 2024
    Google Scholar
    arXiv HTML
  13. CMB: A Comprehensive Medical Benchmark in Chinese
    Xidong Wang, Guiming Hardy Chen, Dingjie Song,  others, Benyou Wang, and Haizhou Li,
    In NAACL 2024 2024
    Medical LLMs AI for Healthcare
    Google Scholar
    arXiv Code
  14. AceGPT, Localizing Large Language Models in Arabic
    Huang Huang, Fei Yu, Jianqing Zhu,  others, Benyou Wang, and others,
    In NAACL 2024 2024
    Multilingual LLMs
    Google Scholar
    Code
  15. Outcome-supervised verifiers for planning in mathematical reasoning
    Fei Yu, Anningzhe Gao, and Benyou Wang,
    In NAACL 2024 Findings 2024
    AI for Reasoning and Agentic RL
    Google Scholar
    arXiv Code
  16. On Elastic Language Models
    Chen Zhang, Benyou Wang, and Dawei Song,
    ACM TOIS 2024
    LLM Efficiency and AI Infra
    Google Scholar
    arXiv HTML

2023

  1. Pre-trained Language Models in Biomedical Domain: A Survey from Multiscale Perspective
    Benyou Wang, Qianqian Xie, Jiahuan Pei, Prayag Tiwari, Zhao Li, and Fu Jie,
    ACM Computing Surveys 2023
    Medical LLMs AI for Healthcare
    Google Scholar
    arXiv HTML
  2. Can Language Models Make Fun? A Case Study in Chinese Comical Crosstalk
    Benyou Wang, Xiangbo Wu, Xiaokang Liu, Jianquan Li, Prayag Tiwari, and Qianqian Xie,
    ACL 2023 2023
    AI for Social Science
    Google Scholar
    arXiv Code
  3. Adapting Pre-trained Language Models for Quantum Natural Language Processing
    Qiuchi Li, Benyou Wang, Yudong Zhu, Christina Lioma, and Qun Liu,
    arXiv preprint arXiv:2302.13812 2023
    Google Scholar
    arXiv
  4. Towards Unifying Medical Vision-and-Language Pre-training via Soft Prompts
    Zhihong Chen, Shizhe Diao, Benyou Wang, Guanbin Li, and Xiang Wan,
    ICCV 2023 2023
    Multi-modal LLMs Medical LLMs AI for Healthcare
    Google Scholar
    arXiv Code
  5. Modular Retrieval for Generalization and Interpretation
    Juhao Liang, Chen Zhang, Zhengyang Tang, Jie Fu, Dawei Song, and Benyou Wang,
    arXiv preprint arXiv:2303.13419 2023
    LLM Interpretability
    Google Scholar
    arXiv Code
  6. Effective Open Intent Classification with K-center Contrastive Learning and Adjustable Decision Boundary
    Xiaokang Liu, Jianquan Li, Jingjing Mu, Min Yang, Ruifeng Xu, and Benyou Wang,
    In AAAI 2023
    Google Scholar
    arXiv
  7. Phoenix: Democratizing chatgpt across languages
    Zhihong Chen, Feng Jiang, Junying Chen, Tiannan Wang, Fei Yu, Guiming Chen, Hongbo Zhang, Juhao Liang, Chen Zhang, Zhiyi Zhang, and others,
    arXiv preprint arXiv:2304.10453 2023
    Multilingual LLMs
    Google Scholar
    arXiv Code
  8. Lifting the Curse of Capacity Gap in Distilling Language Models
    Chen Zhang, Yang Yang, Jiahao Liu, Jingang Wang, Yunsen Xian, Benyou Wang, and Dawei Song,
    ACL 2023 2023
    Google Scholar
    arXiv
  9. One Cannot Stand for Everyone! Leveraging Multiple User Simulators to train Task-oriented Dialogue Systems
    Yajiao LIU, Xin Jiang, Yichun Yin, Yasheng Wang, Fei Mi, Qun Liu, Xiang Wan, and Benyou Wang,
    ACL 2023 2023
    Agent Human-agent Interaction
    Google Scholar
    HTML
  10. On the Difference of BERT-style and CLIP-style Text Encoders
    Zhihong Chen, Guiming Hardy Chen, Shizhe Diao, Xiang Wan, and Benyou Wang,
    ACL 2023 findings 2023
    Multi-modal LLMs LLM Interpretability
    Google Scholar
    arXiv
  11. Few-Shot Class-Incremental Learning for Medical Time Series Classification
    Le Sun, Mingyang Zhang, Benyou Wang, and Prayag Tiwari,
    IEEE Journal of Biomedical and Health Informatics 2023
    AI for Healthcare
    Google Scholar
    HTML
  12. Natural language reasoning, a survey
    Fei Yu, Hongbo Zhang, and Benyou Wang,
    arXiv preprint arXiv:2303.14725 2023
    AI for Reasoning and Agentic RL
    Google Scholar
    arXiv
  13. Huatuo-26M, a Large-scale Chinese Medical QA Dataset
    Jianquan Li, Xidong Wang, Xiangbo Wu, Zhiyi Zhang, Xiaolong Xu, Jie Fu, Prayag Tiwari, Xiang Wan, and Benyou Wang,
    arXiv preprint arXiv:2305.01526 2023
    Medical LLMs AI for Healthcare
    Google Scholar
    arXiv Code
  14. Is Information Extraction Solved by ChatGPT? An Analysis of Performance, Evaluation Criteria, Robustness and Errors
    Ridong Han, Tao Peng, Chaohao Yang, Benyou Wang, Lu Liu, and Xiang Wan,
    arXiv preprint arXiv:2305.14450 2023
    Google Scholar
    arXiv Code
  15. HuatuoGPT, towards Taming Language Model to Be a Doctor
    Hongbo Zhang, Junying Chen, Feng Jiang, Fei Yu, Zhihong Chen, Jianquan Li, Guiming Chen, Xiangbo Wu, Zhiyi Zhang, Qingying Xiao, and others,
    arXiv preprint arXiv:2305.15075 2023
    Medical LLMs AI for Healthcare
    Google Scholar
    arXiv Code
  16. Injecting Knowledge into Biomedical Pre-trained Models via Polymorphism and Synonymous Substitution
    Hongbo Zhang, Xiang Wan, and Benyou Wang,
    arXiv preprint arXiv:2305.15010 2023
    Medical LLMs AI for Healthcare
    Google Scholar
    arXiv
  17. Spatio-Temporal Contrastive Learning Enhanced GNNs for Session-based Recommendation
    Zhongwei Wan, Xin Liu, Benyou Wang, and others,
    ACM TOIS 2023
    Google Scholar
    arXiv
  18. Med-UniC: Unifying Cross-Lingual Medical Vision-Language Pre-Training by Diminishing Bias
    Zhongwei Wan, Che Liu, Mi Zhang,  others, Benyou Wang, and others,
    In NeurIPS 2023 2023
    Multi-modal LLMs Medical LLMs AI for Healthcare
    Google Scholar
    arXiv
  19. All In One: A Chinese Multi-Modal Dataset for Multi-Affection Detection in Conversations
    Yazhou Zhang, Yang Yu, Qing Guo, Benyou Wang, and others,
    In NeurIPS 2023 Datasets and Benchmarks Track 2023
    Multi-modal LLMs Human-agent Interaction
    Google Scholar
    HTML

2022

  1. Exploring extreme parameter compression for pre-trained language models
    Benyou Wang, Yuxin Ren, Lifeng Shang, Xin Jiang, and Qun Liu,
    In ICLR 2022 2022
    LLM Efficiency and AI Infra
    Google Scholar
    arXiv HTML
  2. DPTDR: Deep Prompt Tuning for Dense Passage Retrieval
    Zhengyang Tang, Benyou Wang, and Ting Yao,
    COLING 2022 2022
    Google Scholar
    arXiv Code
  3. Doge Tickets: Uncovering Domain-general Language Models by Playing Lottery Tickets
    Yi Yang, Chen Zhang, Benyou Wang, and Dawei Song,
    NLPCC 2022 Best Paper 2022
    LLM Efficiency and AI Infra
    Google Scholar
    arXiv Code
  4. MorphTE: Injecting Morphology in Tensorized Embeddings
    Guobing Gan, Peng Zhang, Sunzhu Li, Xiuqing Lu, and Benyou Wang,
    NeurIPS 2022 2022
    LLM Efficiency and AI Infra
    Google Scholar
    arXiv Code
  5. Document-level Relation Extraction with Relation Correlations
    Ridong Han, Tao Peng, Benyou Wang, Lu Liu, and Xiang Wan,
    arXiv preprint arXiv:2212.10171 2022
    Google Scholar
    arXiv
  6. Hypoformer: Hybrid decomposition transformer for edge-friendly neural machine translation
    Sunzhu Li, Peng Zhang, Guobing Gan, Xiuqing Lv, Benyou Wang, Junqiu Wei, and Xin Jiang,
    In Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing 2022
    LLM Efficiency and AI Infra
    Google Scholar
    HTML
  7. Complex-valued Neural Network-based Quantum Language Models
    Peng Zhang, Wenjie Hui, Benyou Wang, Donghao Zhao, Dawei Song, Christina Lioma, and Jakob Grue Simonsen,
    ACM TOIS 2022
    Google Scholar
    HTML

2021

  1. Word2fun, modeling words as functions for dynamic word embeddings
    Benyou Wang, Emanuele Di Buiccio, and Massimo Melucci,
    In NeurIPS 2021 2021
    Google Scholar
    HTML
  2. On position embeddings in BERT
    Benyou Wang, Lifeng Shang, Christina Lioma, Xin Jiang, Qun Liu, and Jakob Grue Simonsen,
    In ICLR 2021 2021
    LLM Efficiency and AI Infra
    Google Scholar
    HTML

2020

  1. Encoding word order in complex embeddings
    Benyou Wang, Donghao Zhao, Christina Lioma, Qiuchi Li, Peng Zhang, and Jakob Grue Simonsen,
    In ICLR 2020 Spotlight 2020
    Google Scholar
    HTML

2019

  1. A Complex-valued Network for Matching
    Qiuchi Li, Benyou Wang, and Massimo Melucci,
    In NAACL 2019 Best Explainable NLP Paper 2019
    Google Scholar
    arXiv HTML
  2. Dynamic content monitoring and exploration using vector spaces
    Benyou Wang,
    In SIGIR 2019 Doctoral Consortium 2019
    Google Scholar
    HTML
  3. Semantic Hilbert Space for Text Representation Learning
    Benyou Wang, Qiuchi Li, Massimo Melucci, and Dawei Song,
    In WWW 2019 2019
    Google Scholar
    arXiv HTML
  4. Leveraging Long and Short-term Information in Content-aware Movie Recommendation via Adversarial Training
    Wei Zhao, Benyou Wang, Min Yang, Jianbo Ye, Zhou Zhao, Xiaojun Chen, and Ying Shen,
    IEEE Transactions on Cybernetics 2019
    Google Scholar
    arXiv HTML

2018

  1. A Quantum Many-body Wave Function Inspired Language Modeling Approach
    Peng Zhang, Zhan Su, Lipeng Zhang, Benyou Wang, and Dawei Song,
    In CIKM 2018 2018
    Google Scholar
    arXiv
  2. PLASTIC: Prioritize Long and Short-term Information in Top-n Recommendation using Adversarial Training
    Wei Zhao, Benyou Wang, Jianbo Ye, Yongqiang Gao, Min Yang, and Xiaojun Chen,
    In IJCAI 2018 2018
    Google Scholar
    HTML Code
  3. A Multi-task Learning Approach for Image Captioning
    Wei Zhao, Benyou Wang, Jianbo Ye, Min Yang, Zhou Zhao, Ruotian Luo, and Yu Qiao,
    In IJCAI 2018 2018
    Google Scholar
    HTML
  4. End-to-End Quantum-like Language Models with Application to Question Answering
    Peng Zhang, Jiabing Niu, Zhan Su, Benyou Wang, and others,
    In AAAI 2018 2018
    Google Scholar
    HTML

2017

  1. IRGAN: A Minimax Game for Unifying Generative and Discriminative Information Retrieval Models
    Jun Wang, Lantao Yu, Weinan Zhang, Yu Gong, Yinghui Xu, Benyou Wang, Peng Zhang, and Dell Zhang,
    In SIGIR 2017 Best Paper Award Honorable Mentions 2017
    Google Scholar
    Best Paper Honorable Mention arXiv

2016

  1. Exploration of quantum interference in document relevance judgement discrepancy
    Benyou Wang, Peng Zhang, Jinfei Li, Dawei Song, Yuexian Hou, and Zhenguo Shang,
    Entropy 2016
    Google Scholar
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