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Multi-modal to multi-modal retrieval on OVEN (held-out)

67.6R@5UniIR-CLIPSF
53.0456.8260.664.38Jun 18, 2026

Evaluation results

MethodLinks
UniIR-CLIPSFEvaluation Protocol=Supervised2026.0667.6
ELVA-7B*Evaluation Protocol=Zero-shot, Training Exposure=Trained on other tasks without exposure to the three held-out tasks2026.0664.4
LamRA-Ret*Evaluation Protocol=Zero-shot, Training Exposure=Trained on other tasks without exposure to the three held-out tasks2026.0662.8
Vision-R1Evaluation Protocol=Zero-shot2026.0657.4
UniIR-BLIPFFEvaluation Protocol=Supervised2026.0655.8
Qwen2.5-VLEvaluation Protocol=Zero-shot2026.0653.6