Connor J Cheverall

TempTest: Local Normalization Distortion and the Detection of Machine-generated Text

Existing methods for the zero-shot detection of machine-generated text are dominated by three statistical quantities: log-likelihood, log rank, and entropy. As language models mimic the distribution of human text ever closer, this will limit our ability to build effective detection algorithms. To co…