Back to Videos
grep Beat Every Vector Database on 13 Benchmarks. Here's What It Means.
82
Retrieval & Search Research
Mixpeek Team
June 27, 2026
Summary
A study ran plain keyword search against modern vector retrieval across 13 benchmarks and the 50-year-old approach won more often than the industry admits. This is not an argument against embeddings; it is an argument for hybrid retrieval: exact match where queries are literal, semantic search where they are not.
keyword-searchvector-searchhybrid-searchbenchmarksbm25
About this video
A study ran plain keyword search against modern vector retrieval across 13 benchmarks and the 50-year-old approach won more often than the industry admits. This is not an argument against embeddings; it is an argument for hybrid retrieval: exact match where queries are literal, semantic search where they are not.