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Fast-DetectGPT

Benchmarks

Task NameDataset NameSOTA ResultTrend
LGT DetectionFast-DetectGPT XSum (test)
AUROC100
96
LGT DetectionFast-DetectGPT PubMed (test)
AUROC0.97
96
LGT DetectionFast-DetectGPT WP-s (test)
AUROC100
42
LLM-generated text detectionFast-DetectGPT WP-s (Claude3 Opus) 1.0 (test)
AUPR99.5
9
LLM-generated text detectionFast-DetectGPT XSum Claude3 Opus 1.0 (test)
AUPR99.9
9
LLM-generated text detectionFast-DetectGPT PubMed (Claude3 Opus) 1.0 (test)
AUPR96.7
9
LLM-generated text detectionFast-DetectGPT WP-s GPT4 Turbo 1.0 (test)
AUPR99.8
9
LLM-generated text detectionFast-DetectGPT XSum GPT4 Turbo 1.0 (test)
AUPR100
9
LLM-generated text detectionFast-DetectGPT PubMed GPT4 Turbo 1.0 (test)
AUPR97.4
9
LLM-generated text detectionFast-DetectGPT WP-s (GPT4) 1.0 (test)
AUPR98.7
9
LLM-generated text detectionFast-DetectGPT XSum (GPT4) 1.0 (test)
AUPR98.7
9
LLM-generated text detectionFast-DetectGPT PubMed (GPT4) 1.0 (test)
AUPR96.7
9
LLM-generated text detectionFast-DetectGPT WP-s GPT3.5 Turbo 1.0 (test)
AUPR99.8
9
LLM-generated text detectionFast-DetectGPT XSum (GPT3.5 Turbo) 1.0 (test)
AUPR99.9
9
LLM-generated text detectionFast-DetectGPT PubMed (GPT3.5 Turbo) 1.0 (test)
AUPR96.9
9
LLM-generated text detectionFast-DetectGPT Claude3 Sonnet, WP-s
AUROC99.7
9
LLM-generated text detectionFast-DetectGPT Claude3 Sonnet, XSum
AUROC98.7
9
LLM-generated text detectionFast-DetectGPT Claude3 Sonnet PubMed
AUROC0.964
9
LLM-generated text detectionFast-DetectGPT Claude3 Haiku WP-s
AUROC99.8
9
LLM-generated text detectionFast-DetectGPT Claude3 Haiku XSum
AUROC99.8
9
LLM-generated text detectionFast-DetectGPT Claude3 Haiku PubMed
AUROC0.963
9
Adversarial AttackFast-DetectGPT
ASR10.97
6
LLM-Generated Text DetectionFast-DetectGPT PubMed, XSum, WritingPrompts (test)
AUROC (GPT-3.5T)98.7
2
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