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Multiple sources of evidence support the idea that reading and visual word identification build upon statistical regularities in the (written) language. However, statistical learning is surely not a language-specific engine, and seems to be deeply embedded into the visual system. This begs the question: How special is letter and word processing, really? In this talk, I'll address this question with data from children learning to read, adults exposed to artificial lexicons and rats trying to make sense of letter strings.