Still I think you are caught up on the way LLMs discretize and reencode yokens. It does not actually see the string, it sees vectors of numbers. Think about e.g. looped language models where the “thinking” happens more explicitly latently arxiv.org/abs/2510.25741
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Adam Wiemerslage
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NLP PhD from CU Boulder.
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Scaling Latent Reasoning via Looped Language Models arxiv.org
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