Is your prompt edit a real improvement or just noise? An experiment with code

KhuyenTran16 · x · 2026-09-29

Changing one sentence in a prompt can improve results — but is it real or just noise? Small score increases can also come from the provider, the hosted endpoint, or the test sample. Khuyen Tran sets up repeat-run experiments to test whether a small prompt edit yields genuine improvement, and publishes the full source code so readers can inspect and rerun the study.

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