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AI-generated text detection on Writing Generated by ChatGPT (test)

0.9916AUROCFast-DetectGPT
0.158040.3744450.590850.807255May 21, 2023

Evaluation results

MethodLinks
Fast-DetectGPTStrategy=Zero-shot2023.050.9916
DPICAuxiliary Model=ChatGPT2023.050.9821
LikelihoodStrategy=Zero-shot2023.050.9739
DPICAuxiliary Model=Vicuna-7b2023.050.9708
NPRStrategy=Zero-shot2023.050.9697
LogRankStrategy=Zero-shot2023.050.9656
RADARStrategy=Supervised2023.050.9593
DNA-GPTAuxiliary Model=Neo-2.72023.050.9449
LRRStrategy=Zero-shot2023.050.8962
DetectGPTStrategy=Zero-shot2023.050.8008
DNA-GPTAuxiliary Model=ChatGPT2023.050.7898
RoBERTa-baseBackbone=RoBERTa-base2023.050.7084
DNA-GPTAuxiliary Model=Vicuna-7b2023.050.6695
RoBERTa-largeBackbone=RoBERTa-large2023.050.548
EntropyStrategy=Zero-shot2023.050.1901