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#artificial intelligence Preprint Oct 2026

When MLLMs miss what humans read: diagnosing and learning to read squint text

Multimodal LLMs can fail to read text embedded in an image's coarse structure (text a human recovers by squinting) and report that no text is present. We name this class Squint Text and study it as a recognition deficiency, motivated by cases from a production moderation pipeline. We introduce SquintBench, comprising 1...

Chen Peng, Shang-Qing Huang, Jian-Bo Huang et al. · 0 citations

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