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Machine-generated text detection on Wiki ChatGPT-generated (test)

98.79AUROCDPIC
6.937230.783654.6378.4764May 21, 2023

Evaluation results

MethodLinks
DPICTarget Model=ChatGPT2023.0598.79
Fast-DetectGPTSurrogate Model=EleutherAI/gpt-j-6B2023.0596.11
RoBERTa-base2023.0595.33
RoBERTa-large2023.0592.29
LRR2023.0587.17
LogRankSurrogate Model=EleutherAI/gpt-neo-2.7B2023.0584.86
LikelihoodSurrogate Model=EleutherAI/gpt-neo-2.7B2023.0582.06
DNA-GPTTarget Model=ChatGPT2023.0578.93
NPRSurrogate Model=EleutherAI/gpt-neo-2.7B2023.0573.65
EntropySurrogate Model=EleutherAI/gpt-neo-2.7B2023.0562.08
DetectGPTSurrogate Model=EleutherAI/gpt-neo-2.7B2023.0510.47