ResearchBenchmarksMultimodal Retrieval on Nights-4Multimodal Retrieval on Nights-4Follow31.56R@5Reasoning-Augmented Representations25.881627.355828.8330.3042Feb 6, 2026Evaluation resultsMethodMethodLinksR@5Reasoning-Augmented Representationstraining_data=MBEIR (~...training_data=MBEIR (~1M pairs)2026.0231.56GME-2Bparameters=2Bparameters=2B2026.0229.86SigLIP2026.0228.9E5-V2026.0227.92DSE2026.0227.36CLIP2026.0226.1