Beyond Market Intelligence/Jev's Calibration

Jev's Calibration

Jev's Calibration at Beyond Market Intelligence is a file of one story. The newest of them: “When Simpler Tools Match Advanced AI on Intent Classification”. Jev's approach to intent classification is refreshingly practical: no training required, and at most three examples per intent. 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 Jev's Calibration story on Beyond Market Intelligence, newest first.

Towards Data Science

When Simpler Tools Match Advanced AI on Intent Classification

Jev's approach to intent classification is refreshingly practical: no training required, and at most three examples per intent. Yet in a direct comparison on BANKING77, scikit-learn matched or beat Jev's calibration. Both methods still stumble into the none-of-the-above trap, a reminder that simpler tools paired with advanced AI aren't immune to classic classification challenges. For teams building smarter pipelines, the companion piece on Scikit-LLM offers a natural next step toward multilingual text workflows.