ResearchBenchmarksRetrieval on InfoSeek (val)Retrieval on InfoSeek (val)Follow58.4Recall@1IBA45.08848.5445255.456Jun 22, 2026Evaluation resultsMethodMethodLinksRecall@1Recall@3Recall@5Recall@10Recall@20IBAtype=MLLM-based re-ran...type=MLLM-based re-ranker, strategy=select top-3 from 20 retrieved candidate names, training-free=true2026.0658.472.4———EchoSighttype=trained multimoda...type=trained multimodal re-ranker2026.0653.169.473.977.477.9EVA-CLIPbackbone=EVA-CLIP-8B,...backbone=EVA-CLIP-8B, mode=initial image-to-image retrieval2026.0645.663.168.674.677.9