Topic Classification on AG News (test) (Adversarial Robustness - Badnets, Addsent, HiddenKiller, StyleBkd) benchmark leaderboard · SOTA2 Research

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

93.79Badnets CACCVanilla

Evaluation Results

Method	Links
Vanilla2024.02		93.79	96.42	93.14	100	93.66	100	93.59	94.4
Vanilla2024.02		93.71	63.86	93.56	100	93.53	99.32	93.18	88.21
Vanilla2024.02		93.29	86.19	93.68	100	93.32	99.98	93.56	91.56
Prefix2024.02		92.39	54.81	92.54	100	91.75	99.1	91.76	82.99
Prefix2024.02		92.34	18.6	92.18	99.96	92.21	99.98	91.82	91.12
LoRA2024.02		92.14	2.21	92.24	99.96	91.96	99.9	91.63	88.44
Adapter2024.02		91.1	2.39	91.1	99.95	90.83	99.23	90.75	72.75
Prefix2024.02		91.05	39.51	91.12	99.95	90.87	99.96	90.33	84.63
LoRA2024.02		90.67	1.68	90.55	99.81	90.32	97.21	90.21	82.99
Adapter2024.02		90.6	3.4	89.85	99.98	90.39	99.7	88.96	78.77
LoRA2024.02		90.54	1.86	90.22	99.96	90.53	99.93	89.93	81.28
MuScleLoRA2024.02		90.21	1.85	90.1	4.26	89.64	7.34	90.05	2.3
Adapter2024.02		90.16	3.68	89.45	66.53	89.74	91	88.97	36.72
MuScleLoRA2024.02		89.58	1.67	89.1	1.7	87.33	28.04	88.97	12.15
MuScleLoRA2024.02		86.89	1.42	86.3	1.35	87.01	19.46	86.78	5.7