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Multi-modal to Text Retrieval on OVEN (held-out)

46.5R@5ELVA-7B*
38.1840.3442.544.66Jun 18, 2026

Evaluation results

MethodLinks
ELVA-7B*Evaluation Protocol=Zero-shot, Training Exposure=Trained on other tasks without exposure to the three held-out tasks2026.0646.5
UniIR-CLIPSFEvaluation Protocol=Supervised2026.0645.5
LamRA-Ret*Evaluation Protocol=Zero-shot, Training Exposure=Trained on other tasks without exposure to the three held-out tasks2026.0644.7
UniIR-BLIPFFEvaluation Protocol=Supervised2026.0641
Vision-R1Evaluation Protocol=Zero-shot2026.0639.8
Qwen2.5-VLEvaluation Protocol=Zero-shot2026.0638.5