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

Researchers introduce Squint Text, a recognition deficiency in multimodal LLMs that miss embedded text in images due to visual bottlenecks. They propose Squint OPSD, a training method that uses a downscaled view and ground-truth transcription to improve reading performance. The method reaches 88.61 ANLS on a benchmark dataset, significantly narrowing the gap between available visual evidence and its generated read-out.

RSS Score 0 10/12/2026, 4:00:00 AM Original Source
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