Humans squint and read it; multimodal models say no text: original-only training lifts reading from 26.50 to 88.61
Multimodal LLMs often report no text in images whose coarse structure carries a string a human recovers by squinting, and a training method that reads the original image alone lifts transcription from 26.50 to 88.61 on production moderation images.