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 across three model families and six datasets, researchers show behavioral persistence manifests as a geometric trap constraining model trajectories. Code released.

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