SoCRATES introduces a benchmark for proactive LLM mediators across eight domains and five socio-cognitive axes with topic-localized evaluation, finding top models close only about one-third of the unmediated consensus gap.
Advanc- ing ai negotiations: A large-scale autonomous negotiation competition
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Centralized matching mechanisms outperform free negotiation in stability and efficiency with LLM agents, who also report preferences truthfully more often than humans, though not always in line with strategy-proofness predictions.
Agentic AI needs social theory as structural priors in the MASS framework to model emergent dynamics from multi-agent interactions.
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