ResearchBenchmarksLong-caption Image-to-Text Retrieval on ShareGPT4VLong-caption Image-to-Text Retrieval on ShareGPT4VFollow90.8Recall@1CREM 7B89.2489.64590.0590.455Feb 22, 2026Evaluation resultsMethodMethodLinksRecall@1CREM 7BZero-shot=true, Parame...Zero-shot=true, Parameters=7B2026.0290.8VLM2VecZero-shot=trueZero-shot=true2026.0290.7CREM 2BZero-shot=true, Parame...Zero-shot=true, Parameters=2B2026.0289.4UniMEZero-shot=trueZero-shot=true2026.0289.3