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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2 Pith papers cite this work. Polarity classification is still indexing.
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cs.HC 2years
2026 2verdicts
UNVERDICTED 2representative citing papers
A counterspeech bot influences bystanders subtly through credible and normative presence, with cognitive strategies paired with positive tone proving relatively effective while poor performance can discourage participation.
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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Echoes of Norms: Investigating Counterspeech Bots' Influence on Bystanders in Online Communities
A counterspeech bot influences bystanders subtly through credible and normative presence, with cognitive strategies paired with positive tone proving relatively effective while poor performance can discourage participation.