ResearchBenchmarksShort-caption Text-to-Image Retrieval on COCOShort-caption Text-to-Image Retrieval on COCOFollow56.4Recall@1CREM 7B46.41649.00851.654.192Feb 22, 2026Evaluation resultsMethodMethodLinksRecall@1CREM 7BZero-shot=true, Parame...Zero-shot=true, Parameters=7B2026.0256.4CREM 2BZero-shot=true, Parame...Zero-shot=true, Parameters=2B2026.0255.8UniMEZero-shot=trueZero-shot=true2026.0254.8VLM2VecZero-shot=trueZero-shot=true2026.0246.8