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Video Question Answering on OVO-Bench

65.93Overall AccuracyGemini 1.5 Pro
17.393229.994142.59555.1959May 8, 2026
Updated 6mo ago

Evaluation results

MethodLinks
Gemini 1.5 ProSize=-, Frames=1 fps, Mode=Proprietary2026.0565.93
Qwen2.5-VL-7B + SAVEMemSize=7B, Frames=1 fps, Mode=Online, Training Strategy=Training-Free2026.0562.69
GPT-4oSize=-, Frames=64, Mode=Proprietary2026.0562.6
ViSpeakSize=7B, Frames=1 fps, Mode=Online, Training Strategy=Training-Based2026.0561.91
ThinkStreamSize=3B, Frames=1 fps, Mode=Online, Training Strategy=Training-Based2026.0559.66
Qwen2.5-VL-3B + SAVEMemSize=3B, Frames=1 fps, Mode=Online, Training Strategy=Training-Free2026.0557.34
StreamForestSize=7B, Frames=1 fps, Mode=Online, Training Strategy=Training-Based2026.0556.61
Qwen2-VLSize=7B, Frames=64, Mode=Offline2026.0554.61
LLaVA-VideoSize=7B, Frames=64, Mode=Offline2026.0552.51
InternVL2Size=8B, Frames=64, Mode=Offline2026.0552.36
Qwen2.5-VL-7BSize=7B, Frames=1 fps, Mode=Online, Training Strategy=Training-Free2026.0552.27
Qwen2.5-VL-3BSize=3B, Frames=1 fps, Mode=Online, Training Strategy=Training-Free2026.0552.23
TimeChat-OnlineSize=7B, Frames=1 fps, Mode=Online, Training Strategy=Training-Based2026.0551.8
LongVUSize=7B, Frames=1 fps, Mode=Offline2026.0548.45
DispiderSize=7B, Frames=1 fps, Mode=Online, Training Strategy=Training-Based2026.0545.3
Flash-VStreamSize=7B, Frames=1 fps, Mode=Online, Training Strategy=Training-Based2026.0527.61
VideoLLM-OnlineSize=8B, Frames=2 fps, Mode=Online, Training Strategy=Training-Based2026.0519.26