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Machine-generated text detection on SUMMAC Abstract ChatGPT-generated (test)

100AUROCLogRank
5.214429.822254.4379.0378May 21, 2023

Evaluation results

MethodLinks
LogRankSurrogate Model=EleutherAI/gpt-neo-2.7B2023.05100
Fast-DetectGPTSurrogate Model=EleutherAI/gpt-j-6B2023.05100
DPICTarget Model=ChatGPT2023.05100
LikelihoodSurrogate Model=EleutherAI/gpt-neo-2.7B2023.0599.98
LRR2023.0597.47
RoBERTa-large2023.0594.83
RoBERTa-base2023.0593.46
NPRSurrogate Model=EleutherAI/gpt-neo-2.7B2023.0592.11
DNA-GPTTarget Model=ChatGPT2023.0591.78
DetectGPTSurrogate Model=EleutherAI/gpt-neo-2.7B2023.0569.11
EntropySurrogate Model=EleutherAI/gpt-neo-2.7B2023.058.86