Understanding Diversity Collapse in RLVR via the Lens of Overtraining

Suqin Yuan, Jinkun Chen, Jiyang Zheng +6

Reinforcement learning with verifiable rewards (RLVR) has become a key approach for enhancing the reasoning abilities of large language models. However, RLVR often suffers from \em…