What matters in AI.

Subscribe

More documents cut RAG precision by 63% in a Wyoming system

Soft scoping by domain made the problem less, but hard partitioning was dangerous.

Claimed, not confirmed

Researchers report that retrieval-augmented generation (RAG) has less precision on large and mixed document collections. They saw it in a deployed system of the Wyoming Department of Transportation. When the corpus went from 54 to 1,128 documents, precision at 10 fell by 63% and recall fell by 23%. They name the failure vector search dilution.

Sources

  1. When More Documents Hurt RAG: Measuring and Reducing Vector Search Dilution with Domain-Scoped Retrievalarxiv.org
AI MATTER · NEWS · AI MATTER · NEWS ·15 OCT2026

Posted

Tags

Learn the terms in this story

More in Research

All Research news