ResearchBenchmarksShort-caption Image-to-Text Retrieval on COCOShort-caption Image-to-Text Retrieval on COCOFollow76.1R@1CREM 7B66.2268.78571.3573.915Feb 22, 2026Evaluation resultsMethodMethodLinksR@1CREM 7BZero-shot=true, Parame...Zero-shot=true, Parameters=7B2026.0276.1UniMEZero-shot=trueZero-shot=true2026.0274CREM 2BZero-shot=true, Parame...Zero-shot=true, Parameters=2B2026.0271.6VLM2VecZero-shot=trueZero-shot=true2026.0266.6