Zero-shot Retrieval (T+V → A) on VALOR
78.8Recall@1PEAVL
Evaluation Results
| Method | Links | |
|---|---|---|
| PEAVLJoint Query Strategy=Native, Model Scale=Large, Training Domain=In-domain2025.12 | 78.8 | |
| PEAVL-OODJoint Query Strategy=Native, Model Scale=Large, Training Domain=Out-of-domain2025.12 | 77.2 | |
| PEAVLJoint Query Strategy=Approximated, Model Scale=Large, Training Domain=In-domain2025.12 | 74.5 | |
| PEAVL-OODJoint Query Strategy=Approximated, Model Scale=Large, Training Domain=Out-of-domain2025.12 | 73.1 | |
| PEAVBJoint Query Strategy=Native, Model Scale=Base, Training Domain=In-domain2025.12 | 72 | |
| PEAVB-OODJoint Query Strategy=Native, Model Scale=Base, Training Domain=Out-of-domain2025.12 | 70.9 | |
| PEAVSJoint Query Strategy=Native, Model Scale=Small, Training Domain=In-domain2025.12 | 67.6 | |
| PEAVBJoint Query Strategy=Approximated, Model Scale=Base, Training Domain=In-domain2025.12 | 65.3 | |
| PEAVS-OODJoint Query Strategy=Native, Model Scale=Small, Training Domain=Out-of-domain2025.12 | 65.2 | |
| PEAVB-OODJoint Query Strategy=Approximated, Model Scale=Base, Training Domain=Out-of-domain2025.12 | 63.9 | |
| PEAVSJoint Query Strategy=Approximated, Model Scale=Small, Training Domain=In-domain2025.12 | 60.1 | |
| PEAVS-OODJoint Query Strategy=Approximated, Model Scale=Small, Training Domain=Out-of-domain2025.12 | 57.7 | |
| ImageBindJoint Query Strategy=Approximated2025.12 | 24.2 | |
| LanguageBindJoint Query Strategy=Approximated2025.12 | 6.5 |