Bipredictability from token statistics monitors structural consistency in multi-turn LLM interactions, showing 85% alignment with structure but only 44% with semantics and 100% sensitivity to tested drifts across 4574 turns.
Science 384, 842–845 (2024)
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Token Statistics Reveal Conversational Drift in Multi-turn LLM Interaction
Bipredictability from token statistics monitors structural consistency in multi-turn LLM interactions, showing 85% alignment with structure but only 44% with semantics and 100% sensitivity to tested drifts across 4574 turns.