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benchmark evaluation 1image reconstruction 1model controllability 1multimodal large language models 1visual context sensitivity 1

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1 paper

cs.CV2026

Seeing or Knowing? Visual Context Sensitivity in Multimodal Large Language Models

Jiaang Li, Chengzu Li, Zhaochong An +4

The paper investigates why multimodal large language models often ignore visual evidence, using image reconstruction and a new benchmark (WhatIfVis) to measure how well models bala…