ResearchBenchmarksLong-caption Text-to-Image Retrieval on Urban1KFollow97.6Recall@1CREM 7B84.18487.66791.1594.633Feb 22, 2026Evaluation ResultsMethodMethodLinksRecall@1CREM 7BZero-shot=true, Parame...Zero-shot=true, Parameters=7B2026.0297.6UniMEZero-shot=trueZero-shot=true2026.0294.3CREM 2BZero-shot=true, Parame...Zero-shot=true, Parameters=2B2026.0294VLM2VecZero-shot=trueZero-shot=true2026.0284.7