most citedPEACE: Empowering Geologic Map Holistic Understanding with MLLMs

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cs.LG2026

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…