Text Classification on Restaurant, AI, ACL, AGNews Continual Learning Sequence (test) benchmark leaderboard · SOTA2 Research

Text Classification on Restaurant, AI, ACL, AGNews Continual Learning Sequence (test)

53.9Restaurant MF1CPT

Evaluation Results

Method	Links
CPT2022.10		53.9	75.13	30.42	30.89	37.56	38.53	63.77	65.79	46.41	52.59	0	0
RoBERTa-ONE2022.10		53.63	76.73	29.86	30.11	33.05	35.72	62.57	65.13	44.78	51.92	—	—
DEMIX2022.10		53.14	75.28	27.68	27.29	37.63	38.57	63.18	65.13	45.41	51.57	—	—
Adapter-ONE2022.10		52.19	74.2	30.8	31.59	36.59	36.99	61.66	63.94	45.31	51.68	—	—
BCL2022.10		51.7	74.34	29.66	30.96	32.85	34.82	63.6	65.47	44.45	51.4	1.47	0.82
RoBERTa2022.10		50.61	74.77	27.88	28.44	32.19	34.59	64.19	65.95	43.72	50.94	—	—
HAT2022.10		50.45	71.78	28.33	29.41	34.93	37.15	62.97	65.05	44.17	50.85	2.43	2.04
EWC2022.10		48.32	71.59	30.96	31.01	35.96	38.05	62.29	64.95	44.38	51.4	1.4	0.8
DER++2022.10		48.09	71.79	30.71	30.54	34.25	35.77	64.24	66.11	44.32	51.05	1.79	1.62
Adapter-NCL2022.10		47.42	70.23	29.56	29.9	35.92	37.58	61.73	64.45	43.65	50.54	2.21	1.69
Adapter2022.10		45.4	67.28	23.69	24.56	24.99	27.55	64.53	66.5	39.65	46.48	—	—
RoBERTa-NCL2022.10		42.59	67.56	31.57	31.62	33.07	34.54	60.18	63.5	41.85	49.3	3.27	2.82
KD2022.10		39.75	67.11	29.63	29.33	38.3	42.09	62.85	65.39	42.63	50.98	4.92	3.07
Prompt-ONE2022.10		28.93	59.79	21.06	22.1	28.02	29.22	60.7	62.58	34.68	43.42	—	—