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Does a ChatGPT detector work on edited text?

 If someone uses ChatGPT but heavily edits the output, can detectors still catch it? Or does human touch make it undetectable?

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Andrew Norton
Andrew Norton
Dec 20, 2025

 Heavy editing disrupts the statistical fingerprints ChatGPT leaves, like predictable word choices or rhythm. Light tweaks might still flag, but thorough rewrites often pass. Detectors improve but struggle with hybrids. For my own projects, I test revised versions with a chatgpt detector to see residual scores drop after personalization. It's a good benchmark for authenticity. Encourage adding opinions, errors, or quirks—these lower scores naturally. Understanding limits helps use tools wisely rather than over-relying.

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