LearnAlign: Data Selection for LLM Reinforcement Learning with Improved Gradient Alignment

Shipeng Li, Zhiqin Yang, Shikun Li +7

Reinforcement learning with verifiable rewards (RLVR) has become a key technique for enhancing LLMs' reasoning abilities, yet its data inefficiency remains a major bottleneck. To a…