Author

E. Black

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Preprint Aug 2026

Linear Probing Provides Robust and Efficient Detection of Machine-Generated Text

This work analyses the linearity and quality of MGT representations and shows that simple linear probes outperform a wide range of detectors while being substantially more sample-efficient, and demonstrates the potential of linear probes as as robust and sample-efficient MGT detectors.

Gerrit Quaremba, Hanqi Yan, E. Black et al. · 0 citations