Does RLVR Extend Reasoning Boundaries? Investigating Capability Expansion in Vision-Language Models

Minghe Shen, Zhuo Zhi, Chonghan Liu +3

Recent studies posit that Reinforcement Learning with Verifiable Rewards (RLVR) primarily amplifies behaviors inherent to the pre-training distribution rather than inducing new cap…