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benchmark evaluation 1image-text alignment 1large language models 1multimodal spatial reasoning 1visual credit audit 1

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1 paper

cs.CV2026

Visual Credit Audit for Multimodal Spatial Reasoning

Feixiang Liu, Qiang Qiu, Lanbo Sun +3

The paper introduces Visual Credit Audit (VCA), a method to quantify how much an image actually contributes to a multimodal model’s answer on spatial reasoning tasks, separating co…