Machine-generated text detection

Benchmarks

Dataset Name	SOTA Method	Metric
MGT benchmark Essay	ReMoDetect	AUROC100	129	1mo ago
TruthfulQA	DetectGPT-E	TPR@FPR-1%94.85	48	1mo ago
MGT benchmark Reuters	Fast-DetectGPT	AUROC100	45	1mo ago
Reuters (Claude)	DNA-GPT-M	TPR @ FPR=1%85.2	36	1mo ago
Reuters GPT4All	DNA-GPT-M	TPR @ FPR=1%93.24	36	1mo ago
Grover (test)	PECOLA	Accuracy73.12	36	1mo ago
M4	Likelihood	TP @ 20%87.28	32	1mo ago
WritingPrompts	log p(x)	AUROC1	30	25d ago
SQuAD	Ours	AUROC99	30	25d ago
XSum	Ours	AUROC100	30	25d ago
SemEval (test)	F.t.XLM-RoBERTa-Base	ASR66.2	26	1mo ago
Reuters ChatGPT-turbo	DNA-GPT-M	TPR@FPR=1%97.51	24	1mo ago
Reuters ChatGLM	DNA-GPT-M	TPR@FPR=1%99.29	24	1mo ago
Reuters Dolly	Likelihood-M	TPR @ FPR=1%38.62	24	1mo ago
Reuters ChatGPT split	DNA-GPT-M	TPR@FPR=1%98.09	24	1mo ago
Essay ChatGPT-turbo (test)	Likelihood-M	TPR@FPR=1%94.36	24	1mo ago
Essay Claude (test)	DNA-GPT-M	TPR @ FPR=1%0.4471	24	1mo ago
Essay ChatGLM (test)	DNA-GPT-M	TPR@FPR=1%99.55	24	1mo ago
Essay Dolly (test)	DNA-GPT-M	TPR@FPR=1%72.6	24	1mo ago
Essay (ChatGPT) (test)	DNA-GPT-M	TPR@FPR=1%92.53	24	1mo ago
Essay GPT4All (test)	DNA-GPT-M	TPR @ FPR=1%93.58	24	1mo ago
Reuters (test)	DNA-GPT-M	TPR@FPR=1%99.87	22	1mo ago
MAGE	Binoculars	TP @ 20%85.12	18	1mo ago
Essay (test)	Likelihood-M	TPR @ FPR=1%97.1	16	1mo ago
DetectRL Multi-LLM (in-domain)	kNNProxy	Score (GPT-3.5)99.7	14	15d ago

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