Reinforcement learning with verifiable rewards

Notes on: DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning by Ziwei Zheng, Michael Yang, Jack Hong, Chenxiao Zhao, Guohai Xu, Le Yang, Chao Shen, Xing Yu (2025)