Embeddings & Vector SearchNandan Thakur, Nils Reimers et al. (UKP Lab, Cohere)Cohere

Thakur, Reimers et al. present BEIR

Presented BEIR — a zero-shot heterogeneous benchmark of 18 datasets showing that BM25 is a robust baseline and that dense and sparse models often fall behind out of distribution

Why it matters

A decisive rebuttal of the narrative that dense retrieval had beaten lexical retrieval. The practical grounds for hybrid search becoming the default

Source — Primary sources first; secondary reports are labelled “Press”

Paperarxiv.orghttps://arxiv.org/abs/2104.08663

Added in Week 35, 2026 · See that week

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