Wang, Benyou

33 publications

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

ICLRW 2025 Mitigating Short Board Effect via Dynamic Reward Balancing in Multi-Reward LLM Optimization Nuo Chen, Yufei Gao, Yongnan Jin, Yan Hu, Anningzhe Gao, Lingyong Yan, Benyou Wang

ICLR 2025 Omni-MATH: A Universal Olympiad Level Mathematic Benchmark for Large Language Models Bofei Gao, Feifan Song, Zhe Yang, Zefan Cai, Yibo Miao, Qingxiu Dong, Lei Li, Chenghao Ma, Liang Chen, Runxin Xu, Zhengyang Tang, Benyou Wang, Daoguang Zan, Shanghaoran Quan, Ge Zhang, Lei Sha, Yichang Zhang, Xuancheng Ren, Tianyu Liu, Baobao Chang

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

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

ICLRW 2025 Scaling Flaws of Verifier-Guided Search in Mathematical Reasoning Fei Yu, Yingru Li, Benyou Wang

TMLR 2025 Synthetic Data (Almost) from Scratch: Generalized Instruction Tuning for Language Models Haoran Li, Qingxiu Dong, Zhengyang Tang, Chaojun Wang, Xingxing Zhang, Haoyang Huang, Shaohan Huang, Xiaolong Huang, Zeqiang Huang, Dongdong Zhang, Yuxian Gu, Xin Cheng, Xun Wang, Si-Qing Chen, Li Dong, Wei Lu, Zhifang Sui, Benyou Wang, Wai Lam, Furu Wei

NeurIPS 2025 Teaching Language Models to Reason with Tools Chengpeng Li, Zhengyang Tang, Ziniu Li, Mingfeng Xue, Keqin Bao, Tian Ding, Ruoyu Sun, Benyou Wang, Xiang Wang, Junyang Lin, Dayiheng Liu

NeurIPS 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, Xiaoyuan Liu, Xingyu Chen, Junying Chen, Benyou Wang, Zhaopeng Tu, Haitao Mi, Dong Yu

ICML 2025 Towards Understanding Fine-Tuning Mechanisms of LLMs via Circuit Analysis Xu Wang, Yan Hu, Wenyu Du, Reynold Cheng, Benyou Wang, Difan Zou

ICLRW 2025 Towards Understanding Fine-Tuning Mechanisms of LLMs via Circuit Analysis Xu Wang, Yan Hu, Wenyu Du, Reynold Cheng, Benyou Wang, Difan Zou

NeurIPS 2025 TwinMarket: A Scalable Behavioral and Social Simulation for Financial Markets Yuzhe Yang, Yifei Zhang, Minghao Wu, Kaidi Zhang, Yunmiao Zhang, Honghai Yu, Yan Hu, Benyou Wang

ICLRW 2025 TwinMarket: A Scalable Behavioral and Social Simulation for Financial Markets Yuzhe Yang, Yifei Zhang, Minghao Wu, Kaidi Zhang, Yunmiao Zhang, Honghai Yu, Yan Hu, Benyou Wang

NeurIPS 2025 Video-R1: Reinforcing Video Reasoning in MLLMs Kaituo Feng, Kaixiong Gong, Bohao Li, Zonghao Guo, Yibing Wang, Tianshuo Peng, Junfei Wu, Xiaoying Zhang, Benyou Wang, Xiangyu Yue

NeurIPS 2024 Alignment at Pre-Training! Towards Native Alignment for Arabic LLMs Juhao Liang, Zhenyang Cai, Jianqing Zhu, Huang Huang, Kewei Zong, Bang An, Abdulmohsen Alharthi, Juncai He, Lian Zhang, Haizhou Li, Benyou Wang, Jinchao Xu

ECML-PKDD 2024 Boosting Protein Language Models with Negative Sample Mining Yaoyao Xu, Xinjian Zhao, Xiaozhuang Song, Benyou Wang, Tianshu Yu

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, Ziyan Kuang, Chenhan Yuan, Kailai Yang, Zheheng Luo, Tianlin Zhang, Zhiwei Liu, Guojun Xiong, Zhiyang Deng, Yuechen Jiang, Zhiyuan Yao, Haohang Li, Yangyang Yu, Gang Hu, Jiajia Huang, Xiao-Yang Liu, Alejandro Lopez-Lira, Benyou Wang, Yanzhao Lai, Hao Wang, Min Peng, Sophia Ananiadou, Jimin Huang

NeurIPS 2024 GMAI-MMBench: A Comprehensive Multimodal Evaluation Benchmark Towards General Medical AI Pengcheng Chen, Jin Ye, Guoan Wang, Yanjun Li, Zhongying Deng, Wei Li, Tianbin Li, Haodong Duan, Ziyan Huang, Yanzhou Su, Benyou Wang, Shaoting Zhang, Bin Fu, Jianfei Cai, Bohan Zhuang, Eric J Seibel, Yu Qiao, Junjun He

ICML 2024 MathScale: Scaling Instruction Tuning for Mathematical Reasoning Zhengyang Tang, Xingxing Zhang, Benyou Wang, Furu Wei

TMLR 2024 Mixture of Latent Experts Using Tensor Products Zhan Su, Fengran Mo, Prayag Tiwari, Benyou Wang, Qiuchi Li, Jian-Yun Nie, Jakob Grue Simonsen

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

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

AAAI 2023 Effective Open Intent Classification with K-Center Contrastive Learning and Adjustable Decision Boundary Xiaokang Liu, Jianquan Li, Jingjing Mu, Min Yang, Ruifeng Xu, Benyou Wang

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

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

ICLR 2022 Exploring Extreme Parameter Compression for Pre-Trained Language Models Benyou Wang, Yuxin Ren, Lifeng Shang, Xin Jiang, Qun Liu

NeurIPS 2022 MorphTE: Injecting Morphology in Tensorized Embeddings Guobing Gan, Peng Zhang, Sunzhu Li, Xiuqing Lu, Benyou Wang

ICLR 2021 On Position Embeddings in BERT Benyou Wang, Lifeng Shang, Christina Lioma, Xin Jiang, Hao Yang, Qun Liu, Jakob Grue Simonsen

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

ICLR 2020 Encoding Word Order in Complex Embeddings Benyou Wang, Donghao Zhao, Christina Lioma, Qiuchi Li, Peng Zhang, Jakob Grue Simonsen

IJCAI 2018 A Multi-Task Learning Approach for Image Captioning Wei Zhao, Benyou Wang, Jianbo Ye, Min Yang, Zhou Zhao, Ruotian Luo, Yu Qiao

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

IJCAI 2018 PLASTIC: Prioritize Long and Short-Term Information in Top-N Recommendation Using Adversarial Training Wei Zhao, Benyou Wang, Jianbo Ye, Yongqiang Gao, Min Yang, Xiaojun Chen