On the Implicit Reward Overfitting and the Low-rank Dynamics in RLVR

Hao Ye, Jisheng Dang, Junfeng Fang +7

Recent extensive research has demonstrated that the enhanced reasoning capabilities acquired by models through Reinforcement Learning with Verifiable Rewards (RLVR) are primarily c…