Principled Thoughts for Latent Recursive LLM Systems
REST (REpresentation-Supervised Thoughts), a training objective that turns four properties of a valid thought representation into differentiable losses added to CE, instantiate in latent single-agent and multi-agent systems, without architectural changes or added parameters at inference.
Fahd Seddik, F. Fard
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