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General Video Understanding on TempCompass (test)

69.7AccuracyNVILA-8B
56.28459.76763.2566.733May 21, 2026

Evaluation results

MethodLinks
NVILA-8BBackbone=8B2026.0569.7
LLaVA-Video-7B + ST-GridPoolInput frames=64, Pooling Strategy=ST-GridPool2026.0566.1
LLaVA-Video-7BInput frames=642026.0565.4
Apollo-7BBackbone=7B2026.0564.9
LLaVA-OneVision-7B + ST-GridPoolInput frames=32, Pooling Strategy=ST-GridPool2026.0564.4
LLaVA-OneVision-7BInput frames=322026.0564.2
VideoLLaMA2.1-7BBackbone=7B2026.0556.8