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AI-generated text detection on Writing Generated by GPT-4 (test)

0.9768AUROCDPIC
0.346040.5097950.673550.837305May 21, 2023

Evaluation results

MethodLinks
DPICAuxiliary Model=ChatGPT2023.050.9768
DPICAuxiliary Model=Vicuna-7b2023.050.9644
Fast-DetectGPTStrategy=Zero-shot2023.050.9611
RADARStrategy=Supervised2023.050.8593
LikelihoodStrategy=Zero-shot2023.050.8553
LogRankStrategy=Zero-shot2023.050.8289
NPRStrategy=Zero-shot2023.050.8276
DNA-GPTAuxiliary Model=Neo-2.72023.050.8164
LRRStrategy=Zero-shot2023.050.704
DetectGPTStrategy=Zero-shot2023.050.6542
DNA-GPTAuxiliary Model=ChatGPT2023.050.6104
DNA-GPTAuxiliary Model=Vicuna-7b2023.050.5628
RoBERTa-baseBackbone=RoBERTa-base2023.050.5068
RoBERTa-largeBackbone=RoBERTa-large2023.050.3822
EntropyStrategy=Zero-shot2023.050.3703