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General Video Understanding on NexT-QA (test)

83.8AccuracyLLaVA-Video-7B + ST-GridPool
67.6871.86576.0580.235May 21, 2026

Evaluation results

MethodLinks
LLaVA-Video-7B + ST-GridPoolInput frames=64, Pooling Strategy=ST-GridPool2026.0583.8
LLaVA-Video-7BInput frames=642026.0583.2
NVILA-8BBackbone=8B2026.0582.2
Oryx-1.5-7BBackbone=1.5B2026.0581.8
LLaVA-OneVision-7B + ST-GridPoolInput frames=32, Pooling Strategy=ST-GridPool2026.0579.6
LLaVA-OneVision-7BInput frames=322026.0579.4
mPLUG-Owl3-8BBackbone=8B2026.0578.6
LongVA-7BBackbone=7B2026.0568.3