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Multi-modal to text retrieval on InfoS (held-out)

49.2Recall@5ELVA-7B*
21.32828.56435.843.036Jun 18, 2026

Evaluation results

MethodLinks
ELVA-7B*Evaluation Protocol=Zero-shot, Training Exposure=Trained on other tasks without exposure to the three held-out tasks2026.0649.2
LamRA-Ret*Evaluation Protocol=Zero-shot, Training Exposure=Trained on other tasks without exposure to the three held-out tasks2026.0644
Vision-R1Evaluation Protocol=Zero-shot2026.0642.9
Qwen2.5-VLEvaluation Protocol=Zero-shot2026.0640.4
UniIR-CLIPSFEvaluation Protocol=Supervised2026.0627.9
UniIR-BLIPFFEvaluation Protocol=Supervised2026.0622.4