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ResearchFormerly WizWand

Long Video Understanding on MLVU 3-120 min

82.1AccuracySeed1.5-VL
23.54838.74953.9569.151Dec 4, 2025Dec 26, 2025Jan 18, 2026Feb 10, 2026Mar 5, 2026Mar 28, 2026Apr 20, 2026
Updated 6mo ago

Evaluation results

MethodLinks
Seed1.5-VLSize=8B, Input Frames=>=642025.1282.1
Gemini-2.5-ProInput Frames=>=642025.1281.2
Eagle2.5Size=8B, Input Frames=>=642025.1277.6
VideoMem*Size=8B, Input Frames=642025.1277.4
Video-XL2Size=8B, Input Frames=>=642025.1274.8
Qwen2.5-VLSize=72B, Input Frames=>=642025.1274.6
VideoLLaMA3Size=7B, Input Frames=>=642025.1273
Qwen3-VL*Size=8B, Input Frames=642025.1271.6
Flow4AgentSize=7B, Input Frames=>=642025.1271.4
ApolloSize=7B, Input Frames=>=642025.1270.9
LLaVA-videoSize=7B, Input Frames=>=642025.1270.8
Qwen2.5-VLSize=7B, Input Frames=>=642025.1270.2
InternVL3.5Size=8B, Input Frames=>=642025.1270.2
NVILASize=8B, Input Frames=>=642025.1270.1
Thinking-QwenVLFrames=1fps (100%)2026.0468.3
Qwen2.5-VL-7BFrames=1fps2026.0466.9
Video-XL-7BFrames=1282026.0464.9
LLaVA-OnevisionSize=7B, Input Frames=>=642025.1264.7
GPT-4oInput Frames=>=642025.1264.6
Video-CCAM-14BFrames=962026.0463.1
TimeChat-Online-7BFrames=1fps (100%)2026.0462.6
VISTA-7BFrames=-2026.0462.1
Dispider-7BFrames=1fps2026.0461.7
Kangaroo-7BFrames=642026.0461
Thinking-QwenVLFrames=1fps (↓93.75%)2026.0459.6
LongVASize=7B, Input Frames=>=642025.1256.3
LongVA-7BFrames=1282026.0456.3
VideoNSASize=7B, Input Frames=>=642025.1251.8
GPT-4VInput Frames=>=642025.1249.2
VideoLLaMA2Size=7B, Input Frames=>=642025.1248.5
VideoChat2-7BFrames=162026.0447.9
Video-LLaVASize=7B, Input Frames=>=642025.1247.3
ShareGPT4VideoSize=8B, Input Frames=>=642025.1246.4
LLaVA-Next-VideoSize=7B, Input Frames=>=642025.1239.3
LLaMA-VID-7BFrames=1fps2026.0433.2
MovieChat-7BFrames=20482026.0425.8