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.
Emotionally- aware agents for dispute resolution.arXiv preprint arXiv:2509.04465,
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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.