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Video Question Answering on LVB

62.8AccuracyA.I.R.
53.85656.17858.560.822Oct 6, 2025Nov 11, 2025Dec 17, 2025Jan 23, 2026Feb 28, 2026Apr 5, 2026May 12, 2026
Updated 6mo ago

Evaluation results

MethodLinks
A.I.R.Venue=-, Base Model=InternVL3-8B, #Frames=≤322025.1062.8
A.I.R.Venue=-, Base Model=LLaVA-OV-7B, #Frames=≤322025.1060.7
A.I.R.Venue=-, Base Model=Qwen2VL-7B, #Frames=≤322025.1058.9
VanillaRet.=100%2026.0558.8
VideoRAGVenue=NeurIPS’25, Base Model=LLaVA-Video-7B, #Frames=642025.1058.7
FlashVIDRet.=25%2026.0558.5
OTT-VidRet.=25%2026.0558.3
UniCompRet.=25%2026.0558.1
HoliTomRet.=25%2026.0557.8
FlashVIDRet.=20%2026.0557.8
OTT-VidRet.=20%2026.0557.8
FastVIDRet.=25%2026.0557.5
OTT-VidRet.=15%2026.0557.5
UniCompRet.=20%2026.0557.4
FastVIDRet.=20%2026.0557.2
FastVIDRet.=15%2026.0557.2
HoliTomRet.=20%2026.0557.1
FlashVIDRet.=15%2026.0557.1
FlashVIDRet.=10%2026.0556.9
HoliTomRet.=15%2026.0556.8
OTT-VidRet.=10%2026.0556.7
UniCompRet.=15%2026.0556.4
HoliTomRet.=10%2026.0555.6
FastVIDRet.=10%2026.0555.6
UniCompRet.=10%2026.0554.2