Embed 5 Pro scores 65.8 nDCG@10 on ViDoRe V3, second only to ColEmbed-3B-v2

qdrant_engine · x · 2026-10-23

On five public English ViDoRe V3 corpora, Cohere's single-vector Embed 5 Pro scored 65.8 nDCG@10, beating ColPali (54.8), ColQwen2.5 (61.2), Jina-v4 (65.2) and Nomic-7B (59.3). Only multi-vector ColEmbed-3B-v2 scored higher (67.5). Caveat: Embed 5's training data isn't published, so test set overlap is possible.

Related event: Qdrant Tests Cohere Embed 5: One Vector Per Page Beats ColPali at 64 Bytes(4 posts)→

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