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ActPair achieves state-of-the-art performance in person anomaly detection by integrating action-aligned retrieval with efficient pairwise multimodal reranking, redefining how we approach context-dependent behavior analysis.
TreeSoc achieves an impressive 85.2% accuracy in soccer video question answering by transforming complex queries into manageable sub-tasks through structured reasoning.
