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Principled Thoughts for Latent Recursive LLM Systems

Large language models can reason in continuous space instead of decoded text, by recurring on their own hidden states or by passing those states between agents, while training supervises only the Cross-Entropy (CE) of the final decoded answer and does not constrain the thought.

By Fahd Seddik, Fatemeh FardarXiv - cs.AI

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Originally published by arXiv - cs.AI on Sep 30, 2026.

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