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Backdoor Defense on MNLI (test)

91.8Clean Accuracy

DARE

Updated 4d ago

Evaluation Results

Method	Links
DARE 2025.04		91.8	-	90.8	-	40.2	65.5
WAG 2025.04		91.5	-	36.6	-	46.9	41.8
DARE 2025.04		91.4	-	88.8	40.2	-	64.5
DARE 2025.04		91.3	11.6	90.6	-	-	51.1
DARE 2025.04		91.3	-	42.3	-	-	42.3
Ours 2025.04		91.1	-	24.3	-	56.1	40.2
Ours 2025.04		91	-	24.8	62.5	-	43.7
DARE 2025.04		91	-	-	41.5	88.7	65.1
DARE 2025.04		91	41.8	-	-	-	41.8
TIES 2025.04		90.9	-	65.1	-	55.2	60.2
DARE 2025.04		90.9	33.4	-	-	81.8	57.6
DARE 2025.04		90.9	-	-	-	63.3	63.3
WAG 2025.04		90.6	-	36.1	62.6	-	49.4
Ours 2025.04		90.5	24.8	22.5	-	-	23.7
DARE 2025.04		90.5	71.7	-	56.4	-	64.1
Ours 2025.04		90.5	-	18.3	-	-	18.3
WAG 2025.04		90.4	-	23.2	-	-	23.2
TIES 2025.04		90.4	-	40.6	-	-	40.6
WAG 2025.04		90.3	39.8	27.6	-	-	33.7
TIES 2025.04		90.3	73.6	56.1	-	-	64.9
TIES 2025.04		90.3	-	60	65.3	-	62.7
WAG 2025.04		90.3	-	-	-	47	47
Ours 2025.04		90.2	32.5	-	-	59.3	45.9
WAG 2025.04		90.2	47.8	-	-	-	47.8
Ours 2025.04		90.1	45.1	-	68.9	-	57
TIES 2025.04		90.1	-	-	73.8	59.1	66.5
Ours 2025.04		90.1	43.3	-	-	-	43.3
DARE 2025.04		90.1	-	-	48.9	-	48.9
TIES 2025.04		90	87.3	-	73.1	-	80.2
TIES 2025.04		90	89.4	-	-	64	76.7
WAG 2025.04		89.9	61.6	-	-	51.7	56.7
Ours 2025.04		89.9	-	-	70.3	57.3	63.8
WAG 2025.04		89.8	59.3	-	69.3	-	64.3
WAG 2025.04		89.8	-	-	70.2	55.1	62.7
TIES 2025.04		89.8	64.9	-	-	-	64.9
TIES 2025.04		89.8	-	-	69.3	-	69.3
TIES 2025.04		89.8	-	-	-	54.3	54.3
Victim 2025.04		89.5	100	100	96	99.9	99
Ours 2025.04		89.4	-	-	-	47.9	47.9
Ours 2025.04		89.3	-	-	64.1	-	64.1
Z-Def 2025.04		89.2	11.1	11.6	92.2	50.6	41.4
WAG 2025.04		89	-	-	65.6	-	65.6
Benign 2025.04		87.6	12.3	12.6	26.4	36.9	22.1
ONION 2025.04		86.3	64.3	98.6	89	98.8	87.7