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Machine-generated text detection on CovidQA Community ChatGPT-generated (test)

0.9923AUROCDPIC
0.2702280.4576890.645150.832611May 21, 2023

Evaluation results

MethodLinks
DPICTarget Model=ChatGPT2023.050.9923
Fast-DetectGPTSurrogate Model=EleutherAI/gpt-j-6B2023.050.9671
LogRankSurrogate Model=EleutherAI/gpt-neo-2.7B2023.050.9385
LikelihoodSurrogate Model=EleutherAI/gpt-neo-2.7B2023.050.9301
LRR2023.050.9297
RoBERTa-base2023.050.9164
NPRSurrogate Model=EleutherAI/gpt-neo-2.7B2023.050.8895
RoBERTa-large2023.050.8442
DNA-GPTTarget Model=ChatGPT2023.050.7709
DetectGPTSurrogate Model=EleutherAI/gpt-neo-2.7B2023.050.6891
EntropySurrogate Model=EleutherAI/gpt-neo-2.7B2023.050.298