A training-free verification and correction framework traces spatial claims in multimodal LLM reasoning to visual evidence, detects the earliest contradicted step, and regenerates the remaining reasoning.
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Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs
A training-free verification and correction framework traces spatial claims in multimodal LLM reasoning to visual evidence, detects the earliest contradicted step, and regenerates the remaining reasoning.