Binghai Wang

PhD student, Fudan University

Joined

September 2023

Names

Binghai Wang (Preferred)

Wang Binghai

Emails

****@m.fudan.edu.cn (Confirmed)

****@163.com (Confirmed)

Personal Links

Homepage

DBLP

ORCID

Career & Education History

PhD student

Fudan University (fudan.edu.cn)

2025 – 2028

MS student

Fudan University (fudan.edu.cn)

2023 – 2025

Advisors, Relations & Conflicts

Social

Adithya Bhaskar

2025 – Present

PhD Advisor

Xuanjing Huang

2023 – 2028

PhD Advisor

Qi Zhang

2023 – 2028

PhD Advisor

Tao Gui

2023 – 2028

Expertise

No areas of expertise listed

Publications

AgentPRM: Process Reward Models for LLM Agents via Step-Wise Promise and Progress
Zhiheng Xi, Chenyang Liao, Guanyu Li, Yajie Yang, Wenxiang Chen, Zhihao Zhang, Binghai Wang, Senjie Jin, Yuhao Zhou, Jian Guan, Wei Wu, Tao Ji, Tao Gui, Qi Zhang, Xuanjing Huang
- CoRR 2025
- Readers: Everyone
WorldPM: Understanding Scaling Patterns in Human Preference Modeling
Binghai Wang, Runji Lin, Keming Lu, Le Yu, Zhenru Zhang, Fei Huang, Chujie Zheng, Kai Dang, Yang Fan, Xingzhang Ren, An Yang, Binyuan Hui, Dayiheng Liu, Tao Gui, Qi Zhang, Xuanjing Huang, Yu-Gang Jiang, Bowen Yu, Jingren Zhou, Junyang Lin
- Submitted to ICLR 2026
- Readers: Everyone
WorldPM: Scaling Human Preference Modeling
Binghai Wang, Runji Lin, Keming Lu, Le Yu, Zhenru Zhang, Fei Huang, Chujie Zheng, Kai Dang, Yang Fan, Xingzhang Ren, An Yang, Binyuan Hui, Dayiheng Liu, Tao Gui, Qi Zhang, Xuanjing Huang, Yu-Gang Jiang, Bowen Yu, Jingren Zhou, Junyang Lin
- CoRR 2025
- Readers: Everyone
RMB: Comprehensively benchmarking reward models in LLM alignment
Enyu Zhou, Guodong Zheng, Binghai Wang, Zhiheng Xi, Shihan Dou, Rong Bao, Wei Shen, Limao Xiong, Jessica Fan, Yurong Mou, Rui Zheng, Tao Gui, Qi Zhang, Xuanjing Huang
- ICLR 2025
- Readers: Everyone
RMB: Comprehensively benchmarking reward models in LLM alignment
Enyu Zhou, Guodong Zheng, Binghai Wang, Zhiheng Xi, Shihan Dou, Rong Bao, Wei Shen, Limao Xiong, Jessica Fan, Yurong Mou, Rui Zheng, Tao Gui, Qi Zhang, Xuanjing Huang
- ICLR 2025 Poster
- Readers: Everyone
Reward Modeling Requires Automatic Adjustment Based on Data Quality
Binghai Wang, Rui Zheng, Lu Chen, Zhiheng Xi, Wei Shen, Yuhao Zhou, Dong Yan, Tao Gui, Qi Zhang, Xuanjing Huang
- EMNLP (Findings) 2024
- Readers: Everyone
Improving Discriminative Capability of Reward Models in RLHF Using Contrastive Learning
Lu Chen, Rui Zheng, Binghai Wang, Senjie Jin, Caishuang Huang, Junjie Ye, Zhihao Zhang, Yuhao Zhou, Zhiheng Xi, Tao Gui, Qi Zhang, Xuanjing Huang
- EMNLP 2024
- Readers: Everyone
RMB: Comprehensively Benchmarking Reward Models in LLM Alignment
Enyu Zhou, Guodong Zheng, Binghai Wang, Zhiheng Xi, Shihan Dou, Rong Bao, Wei Shen, Limao Xiong, Jessica Fan, Yurong Mou, Rui Zheng, Tao Gui, Qi Zhang, Xuanjing Huang
- CoRR 2024
- Readers: Everyone
Secrets of RLHF in Large Language Models Part II: Reward Modeling
Binghai Wang, Rui Zheng, Lu Chen, Yan Liu, Shihan Dou, Caishuang Huang, Wei Shen, Senjie Jin, Enyu Zhou, Chenyu Shi, Songyang Gao, Nuo Xu, Yuhao Zhou, Xiaoran Fan, Zhiheng Xi, Jun Zhao, Xiao Wang, Tao Ji, Hang Yan, Lixing Shen et al. (7 additional authors not shown)
- Published: 01 Jan 2024, Last Modified: 02 Feb 2024
- CoRR 2024
- Readers: Everyone
Delve into PPO: Implementation Matters for Stable RLHF
Rui Zheng, Shihan Dou, Songyang Gao, Yuan Hua, Wei Shen, Binghai Wang, Yan Liu, Senjie Jin, Yuhao Zhou, Limao Xiong, Lu Chen, Zhiheng Xi, Nuo Xu, Wenbin Lai, Minghao Zhu, Haoran Huang, Tao Gui, Qi Zhang, Xuanjing Huang
- Instruction Workshop @ NeurIPS 2023
- Readers: Everyone

View all 11 publications

Co-Authors

View all 65 co-authors