Reward Modeling

DeepResearch RewardBench: Evaluating Reward Models for Deep Research Report

Shudong Liu, Yuting Zhong, Guanhua Chen, Xinyi Yang, Junnan Liu, Lidia S. Chao, Jiaheng Liu, Derek F. Wong

^* Equal contribution; ^# Corresponding author.

CoTJudger: A Graph-Driven Framework for Automatic Evaluation of Chain-of-Thought Efficiency and Redundancy in LRMs

Siyi Li, Jiajun Shi, Shiwen Ni^#, Ge Zhang^#, Shuaimin Li, Shijian Wang, Zhoufutu Wen, Yizhi LI, Hamid Alinejad-Rokny, Jiaheng Liu^#, Min Yang^#, Wenhao Huang

^* Equal contribution; ^# Corresponding author.

CriticLean: Critic-Guided Reinforcement Learning for Mathematical Formalization

Zhongyuan Peng, Yifan Yao, Kaijing Ma, Shuyue Guo, Yizhe Li, Yichi Zhang, Chenchen Zhang, Yifan Zhang, Zhouliang Yu, Luming Li, Minghao Liu, Yihang Xia, Jiawei Shen, Yuchen Wu, Yixin Cao, Zhaoxiang Zhang, Wenhao Huang, Jiaheng Liu^#, Ge Zhang^#

^* Equal contribution; ^# Corresponding author.

COIG-P: A High-Quality and Large-Scale Chinese Preference Dataset for Alignment with Human Values

Siwei Wu, JinCheng Ren, Xeron Du, Shuyue Guo, Xingwei Qu, Yiming Liang, Jie Liu, Yunwen Li, Tyler Loakman, Tianyu Zheng, Boyu Feng, Huaqing Yuan, Zili Wang, Jiaheng Liu, Wenhao Huang, Chenglin Cai, Haoran Que, Jian Yang, Yuelin Bai, Zekun Moore Wang, Zhouliang Yu, Qunshu Lin, Ding Pan, Yuchen Eleanor Jiang, Tiannan Wang, Wangchunshu Zhou, Shenzhi Wang, Xingyuan Bu, Minghao Liu^#, Guoyin Wang^#, Ge Zhang^#, Chenghua Lin^#

^* Equal contribution; ^# Corresponding author.

Long-form RewardBench: Evaluating Reward Models for Long-form Generation

Hui Huang, Yancheng He, Wei Liu, Muyun Yang^#, Jiaheng Liu^#, Kehai Chen, Bing Xu, Conghui Zhu, Hailong Cao, Tiejun Zhao

^* Equal contribution; ^# Corresponding author.

Think-J: Learning to Think for Generative LLM-as-a-Judge

Hui Huang, Yancheng He, Hongli Zhou, Rui Zhang, Wei Liu, Weixun Wang, Jiaheng Liu^#, Wenbo Su

^* Equal contribution; ^# Corresponding author.

Can Large Language Models Detect Errors in Long Chain-of-Thought Reasoning?

Yancheng He, Shilong Li, Jiaheng Liu^#, Weixun Wang, Xingyuan Bu, Ge Zhang, Z.Y. Peng, Zhaoxiang Zhang, Zhicheng Zheng, Wenbo Su, Bo Zheng

^* Equal contribution; ^# Corresponding author.

LIME: Less Is More for MLLM Evaluation

King Zhu, Qianbo Zang, Shian Jia, Siwei Wu, Feiteng Fang, Yizhi Li, Shuyue Guo, Tianyu Zheng, Jiawei Guo, Bo Li, Haoning Wu, Xingwei Qu, Jian Yang, Ruibo Liu, Xiang Yue, Jiaheng Liu, Chenghua Lin, Hamid Alinejad-Rokny, Min Yang, Shiwen Ni^#, Wenhao Huang^#, Ge Zhang^#

^* Equal contribution; ^# Corresponding author.

PTSBench: A Comprehensive Post-Training Sparsity Benchmark Towards Algorithms and Models

Zining Wnag, Jinyang Guo^#, Ruihao Gong, Yang Yong, Aishan Liu, Yushi Huang, Jiaheng Liu, Xianglong Liu

^* Equal contribution; ^# Corresponding author.