social-video-qa

CogniRoute is a schema-guided Mixture-of-Experts framework for social video question answering that improves multimodal reasoning through cognitive schema factorization and route-aware reinforcement learning. It achieves significant gains over baselines on the new OmniSocialBench benchmark.