ResearchBenchmarksModification Retrieval on CIRR 7Modification Retrieval on CIRR 7Follow49.4Recall@5Reasoning-Augmented Representations11.741621.518331.29541.0717Feb 6, 2026Evaluation resultsMethodMethodLinksRecall@5Reasoning-Augmented Representationstraining_data=MBEIR (~...training_data=MBEIR (~1M pairs)2026.0249.4GME-2Bparameters=2Bparameters=2B2026.0246.83DSE2026.0236.52SigLIP2026.0222.7CLIP2026.0213.2E5-V2026.0213.19