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ResearchFormerly WizWand

Machine-Generated Text Detection on XSum (Accuracy, F1)

91.7AccuracyDEER
49.548860.491971.43582.3781Nov 3, 2025
Updated 5mo ago

Evaluation results

MethodLinks
DEERMethod Category=Domain generalization methods, Evaluation Scenario=IND-MGT2025.1191.791.67
RobertaMethod Category=Model-based methods, Evaluation Scenario=IND-MGT2025.1188.7789.61
ImBDMethod Category=Model-based methods, Evaluation Scenario=IND-MGT2025.1188.7788.85
MGT-PrismMethod Category=Domain generalization methods, Evaluation Scenario=IND-MGT2025.1188.7689.02
PeCoLAMethod Category=Model-based methods, Evaluation Scenario=IND-MGT2025.1188.6788.57
EAGLEMethod Category=Model-based methods, Evaluation Scenario=IND-MGT2025.1188.0889.25
MSCLMethod Category=Domain generalization methods, Evaluation Scenario=IND-MGT2025.1187.588.12
MoSEsMethod Category=Model-based methods, Evaluation Scenario=IND-MGT2025.1186.3986.14
TACITMethod Category=Domain generalization methods, Evaluation Scenario=IND-MGT2025.1185.2385.76
GhostbusterMethod Category=Model-based methods, Evaluation Scenario=IND-MGT2025.1182.4481.84
BinocularsMethod Category=Metric-based methods, Evaluation Scenario=IND-MGT2025.1171.7766.77
Log-LikelihoodMethod Category=Metric-based methods, Evaluation Scenario=IND-MGT2025.1165.2254.38
LRRMethod Category=Metric-based methods, Evaluation Scenario=IND-MGT2025.1164.8453.11
RankMethod Category=Metric-based methods, Evaluation Scenario=IND-MGT2025.1158.5440.07
EntropyMethod Category=Metric-based methods, Evaluation Scenario=IND-MGT2025.1151.2350.76
Fast-DetectGPTMethod Category=Metric-based methods, Evaluation Scenario=IND-MGT2025.1151.1754.01