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ResearchFormerly WizWand

Text-to-Video Retrieval on MSRVTT (R@1)

49.9Recall@1FluxViT-B
17.45225.87634.342.724Mar 18, 2025May 18, 2025Jul 19, 2025Sep 19, 2025Nov 20, 2025Jan 21, 2026Mar 24, 2026
Updated 7mo ago

Evaluation results

MethodLinks
FluxViT-BToken count=2048, Dual Softmax Loss=true, Zero-shot=true2025.0349.9
FluxViT-BToken count=2048, Dual Softmax Loss=false, Zero-shot=true2025.0349.8
VAST-GZero-shot=true2025.0349.3
FluxViT-BToken count=1024, Dual Softmax Loss=true, Zero-shot=true2025.0349.1
InternVideo2-6Bparameters=6B, citation=[55]2026.0248.5
FluxViT-BToken count=1024, Dual Softmax Loss=false, Zero-shot=true2025.0348
LanguageBindcitation=[79]2026.0247.9
FluxViT-BToken count=512, Dual Softmax Loss=true, Zero-shot=true2025.0347.2
GVE-7Bparameters=7B, citation=[20]2026.0246.4
FluxViT-SToken count=2048, Dual Softmax Loss=true, Zero-shot=true2025.0345
InternVideo2-1Bparameters=1B, citation=[55]2026.0244.9
LanguageBind-HZero-shot=true2025.0344.8
FluxViT-SToken count=1024, Dual Softmax Loss=true, Zero-shot=true2025.0344.5
FluxViT-SToken count=2048, Dual Softmax Loss=false, Zero-shot=true2025.0344.4
VideoCLIP-XLcitation=[48]2026.0244.3
Embed-RL-4Bparameters=4B2026.0244
Unite-7Bparameters=7B, citation=[27]2026.0243.9
Embed-RL-2Bparameters=2B2026.0243.7
GME-7Bparameters=7B, citation=[73]2026.0243.6
GVE-3Bparameters=3B, citation=[20]2026.0243.1
LanguageBind-LZero-shot=true2025.0342.8
FluxViT-BToken count=512, Dual Softmax Loss=false, Zero-shot=true2025.0342.6
ViClip-LZero-shot=true2025.0342.4
FluxViT-SToken count=1024, Dual Softmax Loss=false, Zero-shot=true2025.0342.2
InternVideo2-LZero-shot=true2025.0342.1
InternVideo-LZero-shot=true2025.0340.7
UMT-LZero-shot=true2025.0340.7
InternVideoZero-shot=true, #Pairs=646M, #F=82026.0340.7
FluxViT-SToken count=512, Dual Softmax Loss=true, Zero-shot=true2025.0340.5
InternVideo2-BToken count=2048, Zero-shot=true2025.0340.3
VideoPrism-GZero-shot=true2025.0339.7
GME-2Bparameters=2B, citation=[73]2026.0239
ViCLIPcitation=[54]2026.0238.6
FluxViT-SToken count=512, Dual Softmax Loss=false, Zero-shot=true2025.0336.8
Unite-2Bparameters=2B, citation=[27]2026.0236.7
InternVideo2-SToken count=2048, Zero-shot=true2025.0335.6
UMT-BZero-shot=true2025.0335.2
UniME-7Bparameters=7B, citation=[18]2026.0235.1
OmniVL-BZero-shot=true2025.0334.6
OmniVLZero-shot=true, #Pairs=17M, #F=82026.0334.6
VideoCoCa-GZero-shot=true2025.0334.3
Singularity-BZero-shot=true2025.0334
BGE-VLcitation=[77]2026.0233.7
CLIP4Clipcitation=[40]2026.0233.3
VLM2Vec-V2version=V2, citation=[41]2026.0233
VINDLU-LZero-shot=true2025.0332
VINDLUZero-shot=true, #Pairs=25M, #F=42026.0332
ClusterSTMZero-shot=true, #Pairs=5M, #F=42026.0331.2
CLIP4Clip-BZero-shot=true2025.0330.6
CLIP4ClipZero-shot=true, #Pairs=400M, #F=122026.0330.6
STMZero-shot=true, #Pairs=5M, #F=42026.0329.8
UMTZero-shot=true, #Pairs=5M, #F=42026.0329.6
SingularityZero-shot=true, #Pairs=5M, #F=122026.0328.4
B3-7Bparameters=7B, citation=[46]2026.0228.2
VIOLET-BZero-shot=true2025.0325.9
VIOLETZero-shot=true, #Pairs=138M, #F=52026.0325.9
VIOLETv2Zero-shot=true, #Pairs=5M, #F=52026.0321.9
Frozen-BZero-shot=true2025.0318.7
FrozenZero-shot=true, #Pairs=5M, #F=42026.0318.7