An experiment found LLM counterarguments improved group flexibility and satisfaction while AI mediation boosted minority participation but lowered psychological safety.
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3 Pith papers cite this work. Polarity classification is still indexing.
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Pith papers citing it
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cs.HC 3years
2026 3verdicts
UNVERDICTED 3representative citing papers
LLM facilitation in group charity allocation leaves consensus and participation equity unchanged while shifting specific allocations up to 5.5 points and increasing perceived trust.
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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Investigating LLM-Powered Dissenting Minority Support in Power-Imbalanced Group Decision-Making: Counterargument and Mediation as Intervention Strategies
An experiment found LLM counterarguments improved group flexibility and satisfaction while AI mediation boosted minority participation but lowered psychological safety.
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Real-Time Group Dynamics with LLM Facilitation: Evidence from a Charity Allocation Task
LLM facilitation in group charity allocation leaves consensus and participation equity unchanged while shifting specific allocations up to 5.5 points and increasing perceived trust.
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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.