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ResearchFormerly WizWand

Video Understanding on VKnowU

67.7ScoreVideoKnow+
55.2258.4661.764.94Nov 25, 2025
Updated 4mo ago

Evaluation results

MethodLinks
VideoKnow+Base Model=Qwen2.5-VL-7B-Instruct, Resolution=256x28x28, Max Frames=322025.1167.7
Video-R1-7BResolution=256x28x28, Max Frames=322025.1165.3
VideoRFT-7BResolution=256x28x28, Max Frames=322025.1164.6
GRPO-ZeroBase Model=Qwen2.5-VL-7B-Instruct, Evaluation Protocol=GRPO-Zero, Resolution=256x28x28, Max Frames=322025.1164.3
mPLUG-Owl3-8BResolution=256x28x28, Max Frames=322025.1164.2
Zero-ShotBase Model=Qwen2.5-VL-7B-Instruct, Evaluation Protocol=Zero-Shot, Resolution=256x28x28, Max Frames=322025.1164
See-Think-Answer SFTBase Model=Qwen2.5-VL-7B-Instruct, Evaluation Protocol=SFT, Resolution=256x28x28, Max Frames=322025.1163.9
LLaVA-OneVision-7BResolution=256x28x28, Max Frames=322025.1163.3
VideoLLaMA2Resolution=256x28x28, Max Frames=322025.1155.7