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Breaking Failure Cascades: Step-Aware Reinforcement Learning for Medical Multimodal Reasoning

Across four multimodal LLM backbones, MRPO consistently outperforms standard GRPO and a recent RL baseline, and on Qwen3-VL-8B-Thinking even surpasses substantially larger medical MLLMs such as HuatuoGPT-Vision-34B by 4.59 points.

Jun-Ha Jung, Minbyul Jeong, Suhyeon Lim et al. · 2 citations

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