Escola Superior de Artes e Design

Identifiability of Sequential LLM Rewriting Channels

A document produced by one language model may be rewritten by others beforeanyone sees it, so the observable text is the endpoint of a latent sequence ofstochastic transformations. Modelling each rewriting mechanism as a Markovkernel and a lineage as an ordered composition of ker...