How LLM presentation style influences the decisions people make, across two studies:
- Rhetorical style — 98 participants verified factual claims using LLM advice rendered in different rhetorical styles, showing how styling alone moves performance, confidence, and engagement → Did You Think This Through?: Effect of Varying Advice Styles on Users’ Performance and Contemplation
- Reflection prompting — 36 participants played a research prototype of Diplomacy with and without reflection interventions → Prompting Reflection: Encouraging Users to Critically Evaluate AI Suggestions
Related
USC — Adaptive Computing Experience (ACE) Lab — the lab. Research Agenda — covers the “strategic decision-makers relying on AI advisors” domain.