How Should Reasoning Be Organized in a Transformer's Latent Space?

arXiv:2609.13747v2 Announce Type: replace Abstract: Continuous reasoning has emerged as a promising way to improve reasoning in large language models (LLMs). Yet we still lack a clear principle for deciding what a latent state should preserve. Reasoning by sup