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AIGT detection on HC3 PWWS attack, AI to Human (in-domain)

100Overall Accuracy

BERT

Updated 4d ago

Evaluation Results

Method	Links
BERT 2024.06		100	1.5	98.5	1,070.74
RoBERTa 2024.06		100	38.5	61.5	1,332.6
DeBERTa 2024.06		100	3	97	1,170.89
Flooding 2024.06		100	23	77	1,422.6
RanMASK 2024.06		100	50	50	1,562.84
RMLM 2024.06		100	73.5	26.5	1,561.35
SCRN 2024.06		100	94.5	5.5	1,665.53
RoBERTa 2024.06		100	69	31	1,278.18
DeBERTa 2024.06		100	51.25	48.75	1,197.21
Flooding 2024.06		100	61.5	38.5	1,323.81
RanMASK 2024.06		100	75	25	1,404.4
RMLM 2024.06		100	86	14	1,388.94
SCRN 2024.06		100	97.25	2.75	1,445.28
SeqXGPT 2024.06		99.75	55.5	44.36	1,296.47
BERT 2024.06		99.75	50	49.87	1,140.96
RDrop 2024.06		99.75	83.75	16.04	1,405.08
SeqXGPT 2024.06		99.5	11	88.94	1,368.07
RDrop 2024.06		99.5	67.5	32.16	1,585.15
ChatGPT-Detector 2024.06		99	49.75	49.75	1,149.79
ChatGPT-Detector 2024.06		98	0	100	1,074.98
Log-Likelihood 2024.06		98	49.5	49.49	1,090.48
Log-Rank 2024.06		97.75	49.25	49.62	1,103.9
GLTR 2024.06		97	41.75	56.96	1,061.31
Log-Rank 2024.06		96.5	0	100	974.2
Log-Likelihood 2024.06		96	0	100	957.42
GLTR 2024.06		95	0	100	986.1
Entropy 2024.06		90.5	39.5	56.35	1,037.86
Entropy 2024.06		86	0	100	962.97