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Are GPT detectors fair? A machine learning fairness case study – tidymodels
Releases of language models are often soon followed up with detectors, claiming to detect whether text was written by a human or a given language model. A 2023 study argues that GPT detectors disproportionately classify real writing from non-native English writers as AI-generated.
In this post, I have two objectives. First, I am going to walk through abasic demonstration of the synthetic control method. Second, I am goingto report a simple replication of the basic results in a recentlypublished paper, in the Proceedings of the National Academy of Sciences:
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