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SALI-FP is introduced, an evidence-gated multimodal pipeline that converts a plan into reviewable semantic maps, objects, vectors, and relation records while constraining local revisions by image evidence.
MolSight achieves unprecedented accuracy in molecular image reasoning by seamlessly integrating chemical topology with vision-language processing.
