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ResearchFormerly WizWand

Backdoor Defense on MNLI (test)

91.8Clean AccuracyDARE

Evaluation results

Method	Links
DARE2025.04		91.8	—	90.8	—	40.2	65.5
WAG2025.04		91.5	—	36.6	—	46.9	41.8
DARE2025.04		91.4	—	88.8	40.2	—	64.5
DARE2025.04		91.3	11.6	90.6	—	—	51.1
DARE2025.04		91.3	—	42.3	—	—	42.3
Ours2025.04		91.1	—	24.3	—	56.1	40.2
Ours2025.04		91	—	24.8	62.5	—	43.7
DARE2025.04		91	—	—	41.5	88.7	65.1
DARE2025.04		91	41.8	—	—	—	41.8
TIES2025.04		90.9	—	65.1	—	55.2	60.2
DARE2025.04		90.9	33.4	—	—	81.8	57.6
DARE2025.04		90.9	—	—	—	63.3	63.3
WAG2025.04		90.6	—	36.1	62.6	—	49.4
Ours2025.04		90.5	24.8	22.5	—	—	23.7
DARE2025.04		90.5	71.7	—	56.4	—	64.1
Ours2025.04		90.5	—	18.3	—	—	18.3
WAG2025.04		90.4	—	23.2	—	—	23.2
TIES2025.04		90.4	—	40.6	—	—	40.6
WAG2025.04		90.3	39.8	27.6	—	—	33.7
TIES2025.04		90.3	73.6	56.1	—	—	64.9
TIES2025.04		90.3	—	60	65.3	—	62.7
WAG2025.04		90.3	—	—	—	47	47
Ours2025.04		90.2	32.5	—	—	59.3	45.9
WAG2025.04		90.2	47.8	—	—	—	47.8
Ours2025.04		90.1	45.1	—	68.9	—	57
TIES2025.04		90.1	—	—	73.8	59.1	66.5
Ours2025.04		90.1	43.3	—	—	—	43.3
DARE2025.04		90.1	—	—	48.9	—	48.9
TIES2025.04		90	87.3	—	73.1	—	80.2
TIES2025.04		90	89.4	—	—	64	76.7
WAG2025.04		89.9	61.6	—	—	51.7	56.7
Ours2025.04		89.9	—	—	70.3	57.3	63.8
WAG2025.04		89.8	59.3	—	69.3	—	64.3
WAG2025.04		89.8	—	—	70.2	55.1	62.7
TIES2025.04		89.8	64.9	—	—	—	64.9
TIES2025.04		89.8	—	—	69.3	—	69.3
TIES2025.04		89.8	—	—	—	54.3	54.3
Victim2025.04		89.5	100	100	96	99.9	99
Ours2025.04		89.4	—	—	—	47.9	47.9
Ours2025.04		89.3	—	—	64.1	—	64.1
Z-Def2025.04		89.2	11.1	11.6	92.2	50.6	41.4
WAG2025.04		89	—	—	65.6	—	65.6
Benign2025.04		87.6	12.3	12.6	26.4	36.9	22.1
ONION2025.04		86.3	64.3	98.6	89	98.8	87.7