C-Eval: A Multi-Level Multi-Discipline Chinese Evaluation Suite for Foundation Models. - Yuzhen Huang 002; Yuzhuo Bai; Zhihao Zhu; Junlei Zhang; Jinghan Zhang 006; Tangjun Su; Junteng Liu; Chuancheng Lv; Yikai Zhang; Jiayi Lei; Yao Fu; Maosong Sun 001; et al. (NeurIPS, 2023)

Compression Represents Intelligence Linearly. - Yuzhen Huang 002; Jinghan Zhang 006; Zifei Shan; Junxian He (CoRR, 2024)

B-STaR: Monitoring and Balancing Exploration and Exploitation in Self-Taught Reasoners. - Weihao Zeng; Yuzhen Huang 002; Lulu Zhao; Yijun Wang; Zifei Shan; Junxian He (ICLR, 2025)

Predictive Data Selection: The Data That Predicts Is the Data That Teaches. - KaShun Shum; Yuzhen Huang 002; Hongjian Zou; Qi Ding; Yixuan Liao; Xiaoxin Chen 001; Qian Liu 033; Junxian He (ICML, 2025)

SimpleRL-Zoo: Investigating and Taming Zero Reinforcement Learning for Open Base Models in the Wild. - Weihao Zeng; Yuzhen Huang 002; Qian Liu 033; Wei Liu 131; Keqing He 001; Zejun Ma 001; Junxian He (CoRR, 2025)

Learn to Reason Efficiently with Adaptive Length-based Reward Shaping. - Wei Liu 131; Ruochen Zhou; Yiyun Deng; Yuzhen Huang 002; Junteng Liu; Yuntian Deng; Yizhe Zhang; Junxian He (CoRR, 2025)

Pitfalls of Rule- and Model-based Verifiers - A Case Study on Mathematical Reasoning. - Yuzhen Huang 002; Weihao Zeng; Xingshan Zeng; Qi Zhu 011; Junxian He (CoRR, 2025)

The Tool Decathlon: Benchmarking Language Agents for Diverse, Realistic, and Long-Horizon Task Execution. - Junlong Li; Wenshuo Zhao; Jian Zhao; Weihao Zeng; Haoze Wu; Xiaochen Wang; Rui Ge; Yuxuan Cao; Yuzhen Huang 002; Wei Liu 131; Junteng Liu; Zhaochen Su; et al. (CoRR, 2025)

SWE-RM: Execution-free Feedback For Software Engineering Agents. - KaShun Shum; Binyuan Hui; Jiawei Chen; Lei Zhang 201; X. W.; Jiaxi Yang 004; Yuzhen Huang 002; Junyang Lin; Junxian He (CoRR, 2025)

LOCA-bench: Benchmarking Language Agents Under Controllable and Extreme Context Growth. - Weihao Zeng; Yuzhen Huang 002; Junxian He (CoRR, 2026)