Milestones over Outcome: Unlocking Geometric Reasoning with Sub-Goal Verifiable Reward

Jianlong Chen, Daocheng Fu, Shengze Xu +6

Multimodal Large Language Models (MLLMs) struggle with complex geometric reasoning, largely because "black box" outcome-based supervision fails to distinguish between lucky guesses…