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LLM-generated text detection

Benchmarks

Dataset Name	SOTA Method	Metric
EvoBench	DetectRouter	LLaMA3 Score95.66	26	3mo ago
NLPCC Shared Task 1 2025 (test)	EnsemJudge	Macro F1 (All Lengths)99.22	19	2mo ago
DetectRL Out-of-Domain Multi-Topic 1.0 (test)	Binoculars + MoP	Average Detection Score91.1	18	2mo ago
WP-s Claude3 Opus	ReMoDetect	TPR @ FPR 1%96	18	3mo ago
XSum Claude3 Opus	ReMoDetect	TPR @ FPR 1%97.3	18	3mo ago
PubMed Claude3 Opus	ReMoDetect	TPR @ FPR 1%62.7	18	3mo ago
WP-s GPT4 Turbo	ReMoDetect	TPR @ FPR 1%98.7	18	3mo ago
XSum GPT4 Turbo	ReMoDetect	TPR @ FPR 1%99.3	18	3mo ago
PubMed GPT4 Turbo	ReMoDetect	TPR at FPR 1%67.3	18	3mo ago
WP-s GPT4	ReMoDetect	TPR @ FPR 1%82	18	3mo ago
XSum GPT4	ReMoDetect	TPR @ FPR 1%79.3	18	3mo ago
PubMed GPT4	ReMoDetect	TPR at FPR 1%70	18	3mo ago
WP-s GPT3.5 Turbo	ReMoDetect	TPR at FPR 1%97.3	18	3mo ago
XSum GPT3.5 Turbo	ReMoDetect	TPR @ FPR 1%96.7	18	3mo ago
PubMed GPT3.5 Turbo	ReMoDetect	TPR @ FPR 1%63.3	18	3mo ago
DetectRL Out-of-Domain Multi-LLM 1.0 (test)	Binoculars + kNNProxy	Average Performance Score90.6	16	2mo ago
Xsum, WritingPrompts, and SQuAD Aggregated (test)	Lastde++	GPT2-XL99.46	15	21d ago
Xsum, WritingPrompts, and SQuAD generated by GPT-5-Chat (test)	SurpMark	AUROC81.33	15	21d ago
Xsum, WritingPrompts, and SQuAD generated by GPT-4.1-mini (test)	SurpMark	AUROC80.25	15	21d ago
Xsum, WritingPrompts, and SQuAD Gemini-1.5-Flash (test)	SurpMark	AUROC75.14	15	21d ago
Yelp Review Dataset	DSIPA (SDP)	F1 (Original)89.8	12	1mo ago
Reuter News Dataset	DSIPA (SDP)	F1 (Original)89.2	12	1mo ago
DetectRL	IRM	AUROC (Multi-Domain)97.97	12	22d ago
HART (default random split)	RACE	Avg TPR @ 5% FPR94.41	12	1mo ago
KatFish Paper Abstract	KatFishNet	AUC-ROC (Solar)78.99	12	3mo ago

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