Autoregressive Decoding as a Martingale: Characterizing the Stochastic Dynamics of LLM Generation.

arXiv:2610.16041v1 Announce Type: cross Abstract: Large language models (LLMs) have achieved remarkable success across a wide range of language tasks. At their core, autoregressive LLMs are conditional probability models that learn to approximate the next-toke