Author

Jingcheng Yang

The University of Chicago

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Jul 2026

SVR-R1: Bootstrapping Multi-modal Reasoning with Self-verification in Reinforcement Learning

Self-Verified Reasoner (SVR-R1), a multi-turn RL framework that turns a model's own verification into a learning signal for multimodal reasoning, is introduced, offering a simple yet effective recipe for bootstrapping multimodal reasoning.

Mingyuan Wu, Jingcheng Yang, Shengyi Qian et al. · arXiv.org · 0 citations