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ResearchFormerly WizWand

Zero-shot Retrieval (T → A+V) on MSR-VTT

52.9Recall@1PEAVL
41.4644.4347.450.37Dec 22, 2025
Updated 8mo ago

Evaluation results

MethodLinks
PEAVLJoint Query Strategy=Approximated, Model Scale=Large, Training Domain=In-domain2025.1252.9
PEAVS-OODJoint Query Strategy=Approximated, Model Scale=Small, Training Domain=Out-of-domain2025.1252
PEAVL-OODJoint Query Strategy=Approximated, Model Scale=Large, Training Domain=Out-of-domain2025.1251.5
PEAVB-OODJoint Query Strategy=Approximated, Model Scale=Base, Training Domain=Out-of-domain2025.1251.4
LanguageBindJoint Query Strategy=Approximated2025.1250.9
PEAVB-OODJoint Query Strategy=Native, Model Scale=Base, Training Domain=Out-of-domain2025.1250.1
PEAVSJoint Query Strategy=Approximated, Model Scale=Small, Training Domain=In-domain2025.1250.1
PEAVBJoint Query Strategy=Approximated, Model Scale=Base, Training Domain=In-domain2025.1250.1
PEAVL-OODJoint Query Strategy=Native, Model Scale=Large, Training Domain=Out-of-domain2025.1249.9
PEAVLJoint Query Strategy=Native, Model Scale=Large, Training Domain=In-domain2025.1249
PEAVS-OODJoint Query Strategy=Native, Model Scale=Small, Training Domain=Out-of-domain2025.1248.3
PEAVSJoint Query Strategy=Native, Model Scale=Small, Training Domain=In-domain2025.1248.3
PEAVBJoint Query Strategy=Native, Model Scale=Base, Training Domain=In-domain2025.1248.1
ImageBindJoint Query Strategy=Approximated2025.1241.9