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HC3

Benchmarks

Task NameDataset NameSOTA ResultTrend
AIGT detectionHC3 PWWS attack, AI to Human (in-domain)
Overall Accuracy100
28
AI Text DetectionHC3 AI-Prob
Finance Accuracy84.1
24
AI-generated text detectionHC3 (test)
F1 (Overall)99.93
18
AIGT detectionHC3 Pruthi attack Overall (in-domain)
Overall Accuracy100
14
AIGT detectionHC3 Pruthi attack Human to AI (in-domain)
OA1
14
AIGT detectionHC3 Pruthi attack AI to Human (in-domain)
Overall Accuracy100
14
AIGT detectionHC3 Deep-Word-Bug attack Overall (in-domain)
OA100
14
AIGT detectionHC3 Deep-Word-Bug attack Human to AI (in-domain)
Overall Accuracy100
14
AIGT detectionHC3 Deep-Word-Bug attack AI to Human (in-domain)
Overall Accuracy100
14
AIGT detectionHC3 PWWS attack, Human to AI (in-domain)
OA100
14
Machine-Generated Text DetectionHC3 COLING2025 (val)
AUC99.99
13
Machine-Generated Text DetectionHC3 (full)
Accuracy99.92
9
Machine-generated text detectionHC3 Cross-domain
Score (Medicine)80.48
3
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