Old Habits Die Hard: How Conversational History Geometrically Traps LLMs

In three linesHistory-Echoes framework investigates how conversational history biases LLM outputs. Using Markov chain modeling and geometric analysis of hidden representations, the study shows behavioral persistence manifests as a geometric trap in latent space, validated across 3 model families and 6 datasets.

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