AutoRubric: Rubric-Based Generative Rewards for Faithful Multimodal Reasoning
arXiv:2510.14738v2 Announce Type: replace
Abstract: Multimodal large language models (MLLMs) have rapidly advanced from perception tasks to complex multi-step reasoning, yet reinforcement learning with verifiable rewards (RLVR) often leads to spurious…