PERSUASIONTRACE introduces a Bayesian-network simulated target for multi-turn persuasion that matches human belief dynamics (81 vs 80) better than LLM baselines (64) and enables process-level evaluation.
Exploring the Role of Prior Beliefs for Argument Persuasion , url=
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A proposed pipeline shows LLMs introduce detectable race and gender biases when summarizing life narratives, creating potential for representational harm in research.
Bayesian ideal point model applied to 341k Debate.org votes finds conviction drives personal freedom topics while conformity drives moral conviction topics including abortion, gun rights, and global warming.
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Disentangling conviction and conformity: a Bayesian ideal point model of voting behaviour in online debates
Bayesian ideal point model applied to 341k Debate.org votes finds conviction drives personal freedom topics while conformity drives moral conviction topics including abortion, gun rights, and global warming.