Deciphering Trajectory-Aided LLM Reasoning: An Optimization Perspective. - Junnan Liu; Hongwei Liu; Linchen Xiao; Shudong Liu 007; Taolin Zhang 003; Zihan Ma 010; Songyang Zhang; Kai Chen 026 (CoRR, 2025)

CompassVerifier: A Unified and Robust Verifier for LLMs Evaluation and Outcome Reward. - Shudong Liu 007; Hongwei Liu; Junnan Liu; Linchen Xiao; Songyang Gao; Chengqi Lyu; Yuzhe Gu; Wenwei Zhang; Derek F. Wong; Songyang Zhang; Kai Chen 026 (CoRR, 2025)