#long-tail-events News & Analysis

MODF-SIR: A Multi-agent Omni-modal Distilled Framework for Social Intelligence Reasoning

Researchers introduce MODF-SIR, a multi-agent framework using lightweight multimodal large language models enhanced with knowledge distillation for social intelligence reasoning. The system identifies long-tail events through explicit text formatting and integrates test-time adaptation with Chain-of-Thought prompting, achieving state-of-the-art results on multiple benchmarks with only 30% of standard training data.