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

arXiv:2605.06523v1 Announce Type: cross Abstract: Recent extensive research has demonstrated that the enhanced reasoning capabilities acquired by models through Reinforcement Learning with Verifiable Rewards (RLVR) are primarily concentrated within the rank-1 components. Predicated on this...