Position: The Hidden Costs and Measurement Gaps of Reinforcement Learning with Verifiable Rewards. - Aaron Tu; Weihao Xuan; Heli Qi; Xu Huang; Qingcheng Zeng; Shayan Talaei; Yijia Xiao; Peng Xia; Xiangru Tang; Yuchen Zhuang; Bing Hu; Hanqun Cao; et al. (CoRR, 2025)

DeepSearch: Overcome the Bottleneck of Reinforcement Learning with Verifiable Rewards via Monte Carlo Tree Search. - Fang Wu; Weihao Xuan; Heli Qi; Ximing Lu; Aaron Tu; Li Erran Li; Yejin Choi 001 (CoRR, 2025)