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belief change prediction 1dataset creation 1dialogue safety 1human-ai interaction 1language model manipulation 1

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cs.CL2026

The Hidden Puppet Master: Predicting Human Belief Change in Manipulative LLM Dialogues

Jocelyn Shen, Amina Luvsanchultem, Jessica Kim +6

The paper presents PUPPET, a taxonomy and dataset of over a thousand human‑LLM advice interactions, and studies how well language models can predict the amount of belief change the…