When LLMs Forget What They Believe: Characterizing State Integrity Collapse in Long-Horizon Dialogues.

arXiv:2610.31314v1 Announce Type: cross Abstract: Large language models can repeat an instruction while failing to keep obeying it. We study this recall-compliance dissociation in long-horizon dialogue and define State Integrity Collapse: a model preserves a s