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.
Agreement tracking for multi-issue negotiation dialogues.arXiv preprint arXiv:2307.06524,
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ST-GFN adaptively fuses semantic and strategic signals in negotiations using gated fusion and fairness regularization, showing 43.8% reduction in inequality discrepancy on DealOrNoDeal and CaSiNo.
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SoCRATES: Towards Reliable Automated Evaluation of Proactive LLM Mediation across Domains and Socio-cognitive Variations
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.