SemanticFold: Latent Sequence Compression SeparatesLanguage Modeling, Decodability, and Reasoning.

arXiv:2610.10304v1 Announce Type: cross Abstract: We study whether latent sequence compression of prompt prefixes preserves the capabilities that large language models rely on during inference. We introduce SemanticFold, a compression scheme that folds prefix