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ResearchFormerly WizWand

Video Question Answering on OVO-Bench Backward Tracing

59.93EPMViSpeak
20.711630.893341.07551.2567May 8, 2026
Updated 6mo ago

Evaluation results

MethodLinks
ViSpeakSize=7B, Frames=1 fps, Mode=Online, Training Strategy=Training-Based2026.0559.9348.6563.9857.52
StreamForestSize=7B, Frames=1 fps, Mode=Online, Training Strategy=Training-Based2026.0558.9264.8632.2652.02
Gemini 1.5 ProSize=-, Frames=1 fps, Mode=Proprietary2026.0558.5976.3552.6462.54
GPT-4oSize=-, Frames=64, Mode=Proprietary2026.0557.9175.6848.6660.75
TimeChat-OnlineSize=7B, Frames=1 fps, Mode=Online, Training Strategy=Training-Based2026.0555.959.59.741.7
ThinkStreamSize=3B, Frames=1 fps, Mode=Online, Training Strategy=Training-Based2026.0553.8759.4643.5552.3
Qwen2.5-VL-7BSize=7B, Frames=1 fps, Mode=Online, Training Strategy=Training-Free2026.0551.5258.7823.6644.65
LLaVA-VideoSize=7B, Frames=64, Mode=Offline2026.0551.1864.199.6841.68
Qwen2.5-VL-7B + SAVEMemSize=7B, Frames=1 fps, Mode=Online, Training Strategy=Training-Free2026.0550.8462.8437.6350.44
Qwen2.5-VL-3BSize=3B, Frames=1 fps, Mode=Online, Training Strategy=Training-Free2026.0549.8353.3826.3443.18
DispiderSize=7B, Frames=1 fps, Mode=Online, Training Strategy=Training-Based2026.0548.4855.414.336.06
Qwen2.5-VL-3B + SAVEMemSize=3B, Frames=1 fps, Mode=Online, Training Strategy=Training-Free2026.0547.8156.7629.0344.53
Qwen2-VLSize=7B, Frames=64, Mode=Offline2026.0544.4466.8934.4148.58
InternVL2Size=8B, Frames=64, Mode=Offline2026.0543.161.4927.4144
LongVUSize=7B, Frames=1 fps, Mode=Offline2026.0543.166.229.1439.49
Flash-VStreamSize=7B, Frames=1 fps, Mode=Online, Training Strategy=Training-Based2026.0536.3633.785.9125.35
VideoLLM-OnlineSize=8B, Frames=2 fps, Mode=Online, Training Strategy=Training-Based2026.0522.2218.812.1817.73