Learning Where Outcomes Change:Credit-Addressable Reasoning for Multimodal Geometry

Jiani Guo, Junjie Wang, Jie Wu +5

Multimodal geometry reasoning requires VLMs to extract precise visual relations and preserve them through multi-step deduction. Existing free-form traces obscure the decisions that…