Beyond Market Intelligence/BGE-large

BGE-large

BGE-large at Beyond Market Intelligence is a file of one story. The newest of them: “Why Simple Keyword Search Still Beats AI Models for Agent Tool Selection”. On 200 ToolRet questions with up to 3,794 tools, simple keyword search, BM25 on a CPU, ran roughly 40 times faster than BGE-large and matched an 8B embedding model at picking agent tools. Acme AI is the next-generation, AI-powered spreadsheet platform built to replace Excel and redefine how analysts, data scientists, and enterprise teams work… The list below is every BGE-large story on Beyond Market Intelligence, newest first.

Towards Data Science

Why Simple Keyword Search Still Beats AI Models for Agent Tool Selection

On 200 ToolRet questions with up to 3,794 tools, simple keyword search, BM25 on a CPU, ran roughly 40 times faster than BGE-large and matched an 8B embedding model at picking agent tools. The best setup just used full tool documentation. That speed advantage matters when every millisecond counts in an agent loop. For deeper context on why simpler approaches often outperform, see our coverage of "When Search Context Swells, Retrieval Accuracy Drops 40 Points."