LLMs Gaming Verifiers: RLVR can Lead to Reward Hacking
arXiv:2604.15149v1 Announce Type: new
Abstract: As reinforcement Learning with Verifiable Rewards (RLVR) has become the dominant paradigm for scaling reasoning capabilities in LLMs, a new failure mode emerges: LLMs gaming verifiers. We study this phen…