ResearchBenchmarksLong-caption Image-to-Text Retrieval on Urban1KFollow98Recall@1CREM 7B90.51292.45694.496.344Feb 22, 2026Evaluation ResultsMethodMethodLinksRecall@1CREM 7BZero-shot=true, Parame...Zero-shot=true, Parameters=7B2026.0298UniMEZero-shot=trueZero-shot=true2026.0295.5CREM 2BZero-shot=true, Parame...Zero-shot=true, Parameters=2B2026.0294.3VLM2VecZero-shot=trueZero-shot=true2026.0290.8