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Topic Classification on AG News (test) (Adversarial Robustness - Badnets, Addsent, HiddenKiller, StyleBkd)

93.79Badnets CACC

Vanilla

Updated 1mo ago

Evaluation Results

Method	Links
Vanilla 2024.02		93.79	96.42	93.14	100	93.66	100	93.59	94.4
Vanilla 2024.02		93.71	63.86	93.56	100	93.53	99.32	93.18	88.21
Vanilla 2024.02		93.29	86.19	93.68	100	93.32	99.98	93.56	91.56
Prefix 2024.02		92.39	54.81	92.54	100	91.75	99.1	91.76	82.99
Prefix 2024.02		92.34	18.6	92.18	99.96	92.21	99.98	91.82	91.12
LoRA 2024.02		92.14	2.21	92.24	99.96	91.96	99.9	91.63	88.44
Adapter 2024.02		91.1	2.39	91.1	99.95	90.83	99.23	90.75	72.75
Prefix 2024.02		91.05	39.51	91.12	99.95	90.87	99.96	90.33	84.63
LoRA 2024.02		90.67	1.68	90.55	99.81	90.32	97.21	90.21	82.99
Adapter 2024.02		90.6	3.4	89.85	99.98	90.39	99.7	88.96	78.77
LoRA 2024.02		90.54	1.86	90.22	99.96	90.53	99.93	89.93	81.28
MuScleLoRA 2024.02		90.21	1.85	90.1	4.26	89.64	7.34	90.05	2.3
Adapter 2024.02		90.16	3.68	89.45	66.53	89.74	91	88.97	36.72
MuScleLoRA 2024.02		89.58	1.67	89.1	1.7	87.33	28.04	88.97	12.15
MuScleLoRA 2024.02		86.89	1.42	86.3	1.35	87.01	19.46	86.78	5.7