LLM facilitators in real-stakes group charity decisions shift specific allocations without raising consensus or participation equity, yet increase perceived trust and preference for the process.
arXiv preprint arXiv:2410.07304 , year =
2 Pith papers cite this work. Polarity classification is still indexing.
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Pith papers citing it
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2026 2verdicts
UNVERDICTED 2representative citing papers
Adding medically insignificant features to prompts causes statistically significant increases in mean predicted hospitalization risk and output variability across four LLMs and four prompt styles on synthetic patient profiles.
citing papers explorer
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Real-Time Group Dynamics with LLM Facilitation: Evidence from a Charity Allocation Task
LLM facilitators in real-stakes group charity decisions shift specific allocations without raising consensus or participation equity, yet increase perceived trust and preference for the process.
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Reliability Auditing for Downstream LLM tasks in Psychiatry: LLM-Generated Hospitalization Risk Scores
Adding medically insignificant features to prompts causes statistically significant increases in mean predicted hospitalization risk and output variability across four LLMs and four prompt styles on synthetic patient profiles.