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AI-writing detector

As explained in Introduction to Generative AI, Second Edition

AI Text Classifier was OpenAI's discontinued tool for estimating whether text was written by a human or generated by an AI system.

Can a tool tell whether a student wrote an essay or used AI? An AI-writing detector estimates whether text was generated by a system such as ChatGPT. OpenAI’s AI Text Classifier was one attempt. It was discontinued in July 2023 after showing low accuracy. section 10.23

A detector’s result is not proof of authorship. AI text can pass unnoticed, while human writing can be flagged incorrectly. Small edits or paraphrasing can also make detection harder. The question itself becomes less clear when a person edits an AI draft. section 6.9

These limits matter in schools, where a mistaken accusation can have serious consequences. Studies have found that detectors disproportionately flag writing by non-native English speakers and neurodivergent students. Some institutions have restricted detector use and shifted attention toward learning processes and assessment design rather than detection alone. section 6.8

How Introduction to Generative AI, Second Edition covers it

How deep it goes
Explains low accuracy and broader detection limits at a high level, without detailing the classifier’s implementation.
Examples
Uses OpenAI’s discontinued classifier alongside school adoption of GPTZero and Turnitin’s AI-writing detector.
What you can do after
Evaluate/understand detector results as uncertain estimates rather than proof of misconduct or authorship.
How it connects
Connects AI text detection to language models, authorship, paraphrasing, watermarking, and educational assessment.

Related concepts

This explainer was generated by Manning's knowledge graph from the text of Introduction to Generative AI, Second Edition. The section links point to the parts of the book it draws on.