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Training Data Extraction on URL PII

2Leakage

PME

Updated 3d ago

Evaluation Results

Method	Links
PME 2025.06		2	-	-	98.21
PME 2025.06		2	-	-	98.81
GRACE 2025.06		2	-	-	98.81
PME 2025.06		3	-	-	97.97
GRACE 2025.06		5	-	-	93.33
PME 2025.06		6	-	-	94.34
PME 2025.06		7	-	-	90.54
DeMem 2025.06		7	-	-	95.27
PME 2025.06		8	-	-	92
DeMem 2025.06		8	-	-	95.24
GRACE 2025.06		9	-	-	91.51
DeMem 2025.06		9	-	-	91.96
PME 2025.06		11	-	-	79.25
MEMIT 2025.06		11	-	-	85.33
MEMIT 2025.06		13	-	-	87.74
PME 2025.06		15	-	-	79.73
PME 2025.06		16	-	-	78.67
MEMIT 2025.06		16	-	-	90.48
MEMIT 2025.06		23	-	-	84.46
MEMIT 2025.06		25	-	-	66.22
MEMIT 2025.06		25	-	-	75
MEMIT 2025.06		30	-	-	43.4
MEMIT 2025.06		35	-	-	52.7
MEMIT 2025.06		39	-	-	65.18
DeMem 2025.06		40	-	-	24.53
Pre Edit 2025.06		53	2,002	2.6	-
GRACE 2025.06		53	-	-	0
DeMem 2025.06		56	-	-	24.32
DeMem 2025.06		56	-	-	25.33
DeMem 2025.06		56	-	-	24.32
DeMem 2025.06		61	-	-	42.45
DeMem 2025.06		63	-	-	37
GRACE 2025.06		70	-	-	5.41
Pre Edit 2025.06		74	2,012	3.7	-
Pre Edit 2025.06		74	2,088	3.5	-
GRACE 2025.06		74	-	-	0
Pre Edit 2025.06		75	2,017	3.7	-
GRACE 2025.06		93	-	-	7
Pre Edit 2025.06		100	2,124	4.7	-
Pre Edit 2025.06		106	2,131	5	-
Pre Edit 2025.06		112	2,288	4.9	-
GRACE 2025.06		112	-	-	0
GRACE 2025.06		139	-	-	6.08
Pre Edit 2025.06		148	2,327	6.4	-
Pre Edit 2025.06		168	2,333	7.2	-