Agent RL Scaling Law: Agent RL with Spontaneous Code Execution for Mathematical Problem Solving. - Xinji Mai; Haotian Xu; Xing W; Weinong Wang; Yingying Zhang; Wenqiang Zhang (CoRR, 2025)

TL;DR: Too Long, Do Re-weighting for Efficient LLM Reasoning Compression. - Zhong-Zhi Li; Xiao Liang; Zihao Tang; Lei Ji; Peijie Wang; Haotian Xu; Xing W; Haizhen Huang; Weiwei Deng; Yeyun Gong; Zhijiang Guo; Xiao Liu 040; et al. (CoRR, 2025)