Probing RLVR training instability through the lens of objective-level hacking

Yiming Dong, Kun Fu, Haoyu Li +5

Prolonged reinforcement learning with verifiable rewards (RLVR) has been shown to drive continuous improvements in the reasoning capabilities of large language models, but the trai…