The SoCRATES benchmark aims to improve the evaluation of proactive LLM mediators by using realistic scenarios and focusing on socio-cognitive variations. Despite advancements, current LLM mediators still struggle to effectively close consensus gaps in diverse contexts, indicating a need for further development in social adaptation capabilities.