RubricEval: A Rubric-Level Meta-Evaluation Benchmark for LLM Judges in Instruction Following. - Tianjun Pan; Xuan Lin; Wenyan Yang; Qianyu He; Shisong Chen; Licai Qi; Wanqing Xu; Hongwei Feng; Bo Xu 023; Yanghua Xiao (CoRR, 2026)

SEA-Eval: A Benchmark for Evaluating Self-Evolving Agents Beyond Episodic Assessment. - Sihang Jiang; Lipeng Ma; Zhonghua Hong; Keyi Wang; Zhiyu Lu; Shisong Chen; Jinghao Zhang; Tianjun Pan; Weijia Zhou; Jiaqing Liang; Yanghua Xiao (CoRR, 2026)

OPSDL: On-Policy Self-Distillation for Long-Context Language Models. - Xinsen Zhang; Zhenkai Ding; Tianjun Pan; Run Yang; Chun Kang; Xue Xiong; Jingnan Gu (CoRR, 2026)

From Coarse to Fine: Benchmarking and Reward Modeling for Writing-Centric Generation Tasks. - Qingyu Ren; Tianjun Pan; Xingzhou Chen; Xuhong Wang (CoRR, 2026)