From Isolated Scoring to Collaborative Ranking: A Comparison-Native Framework for LLM-Based Paper Evaluation. - Pujun Zheng; Jiacheng Yao; Jinquan Zheng; Chenyang Gu; Guoxiu He; Jiawei Liu 002; Yong Huang 008; Tianrui Guo; Wei Lu 019 (CoRR, 2026)

MoRI: Learning Motivation-Grounded Reasoning for Scientific Ideation in Large Language Models. - Chenyang Gu; Jiahao Cheng; Meicong Zhang; Pujun Zheng; Jinquan Zheng; Guoxiu He (CoRR, 2026)

Mitigating Selection Bias in Large Language Models via Permutation-Aware GRPO. - Jinquan Zheng; Jia Yuan; Jiacheng Yao; Chenyang Gu; Pujun Zheng; Guoxiu He (CoRR, 2026)