Hybrid search is not a universal upgrade. A recent /r/LocalLLaMA thread reported that BM25 + vectors + RRF barely beat pure vector retrieval on one technical-doc corpus, and that result lines up with broader evidence: BEIR found no single retrieval approach wins across datasets, while a 2026 benchmark showed BM25 …
Editorial team