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LLM-generated text detection

Benchmarks

Dataset Name	SOTA Method	Metric
EvoBench	DetectRouter	LLaMA3 Score95.66	26	1mo ago
NLPCC Shared Task 1 2025 (test)	EnsemJudge	Macro F1 (All Lengths)99.22	19	18d ago
DetectRL Out-of-Domain Multi-Topic 1.0 (test)	Binoculars + MoP	Average Detection Score91.1	18	15d ago
WP-s Claude3 Opus	ReMoDetect	TPR @ FPR 1%96	18	1mo ago
XSum Claude3 Opus	ReMoDetect	TPR @ FPR 1%97.3	18	1mo ago
PubMed Claude3 Opus	ReMoDetect	TPR @ FPR 1%62.7	18	1mo ago
WP-s GPT4 Turbo	ReMoDetect	TPR @ FPR 1%98.7	18	1mo ago
XSum GPT4 Turbo	ReMoDetect	TPR @ FPR 1%99.3	18	1mo ago
PubMed GPT4 Turbo	ReMoDetect	TPR at FPR 1%67.3	18	1mo ago
WP-s GPT4	ReMoDetect	TPR @ FPR 1%82	18	1mo ago
XSum GPT4	ReMoDetect	TPR @ FPR 1%79.3	18	1mo ago
PubMed GPT4	ReMoDetect	TPR at FPR 1%70	18	1mo ago
WP-s GPT3.5 Turbo	ReMoDetect	TPR at FPR 1%97.3	18	1mo ago
XSum GPT3.5 Turbo	ReMoDetect	TPR @ FPR 1%96.7	18	1mo ago
PubMed GPT3.5 Turbo	ReMoDetect	TPR @ FPR 1%63.3	18	1mo ago
DetectRL Out-of-Domain Multi-LLM 1.0 (test)	Binoculars + kNNProxy	Average Performance Score90.6	16	15d ago
HART (default random split)	RACE	Avg TPR @ 5% FPR94.41	12	11d ago
KatFish Paper Abstract	KatFishNet	AUC-ROC (Solar)78.99	12	1mo ago
KatFish Poetry	Log-Likelihood	AUC-ROC (Solar)77.06	12	1mo ago
KatFish Essay	KatFishNet	AUC-ROC (Solar)97.57	12	1mo ago
Fast-DetectGPT WP-s (Claude3 Opus) 1.0 (test)	ReMoDetect	AUPR99.5	9	1mo ago
Fast-DetectGPT XSum Claude3 Opus 1.0 (test)	ReMoDetect	AUPR99.9	9	1mo ago
Fast-DetectGPT PubMed (Claude3 Opus) 1.0 (test)	ReMoDetect	AUPR96.7	9	1mo ago
Fast-DetectGPT WP-s GPT4 Turbo 1.0 (test)	ReMoDetect	AUPR99.8	9	1mo ago
Fast-DetectGPT XSum GPT4 Turbo 1.0 (test)	ReMoDetect	AUPR100	9	1mo ago

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