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Papers Benchmarks Datasets Tasks

Continual Learning research benchmarks – Page 11 · SOTA2 Research

Continual Learning

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

1.87FWT (O1)

9

Jun 2, 2026

30.47Average Accuracy

9

Feb 26, 2026

36.25Average Accuracy

9

Feb 26, 2026

40.1Average Accuracy

9

Feb 26, 2026

35.9Average Accuracy

9

Feb 26, 2026

59Average Accuracy

9

Feb 26, 2026

46.8Average Accuracy (Acct)

9

Feb 26, 2026

DomainNet 100 tasks

62.35Accuracy

9

Feb 26, 2026

ImageNet-R 100 tasks

70.72Accuracy

9

Feb 26, 2026

DomainNet 50 tasks

74.32Accuracy

9

Feb 26, 2026

ImageNet-R 5 tasks

81.14ACC_5

9

Feb 26, 2026

decaNLP WOZ, QA-SRL, SST, WikiSQL, SQuAD reversed order (test)

78.2Average Score

9

Feb 26, 2026

Standard CL Benchmark Order-2

78.8Accuracy

9

May 12, 2026

Split-CIFAR-100 5 tasks x 20 classes (train)

43.1Average Accuracy (AA)

8

Jun 30, 2026

ImageNet-R Split

72.28ACC

8

Jun 29, 2026

MNLI, CB, WiC, COPA, QQP, BoolQA, RTE, IMDB, Yelp, Amazon, SST-2, DBpedia, Agnews, MultiRC, Yahoo

47.13OP Score

8

Jun 29, 2026

MedCL 10 biomedical tasks

62.6OP Score

8

Jun 26, 2026

96.8Accuracy (CL)

8

Jun 11, 2026

92.1Accuracy (Cont. CC)

8

Jun 11, 2026

91.9Accuracy Cont CC

8

Jun 11, 2026

L1-L6 Overall Average (test)

79.2Average Accuracy

8

Jun 11, 2026

L6 sequence mixed (test)

76.2Average Accuracy

8

Jun 11, 2026

L5 sequence hard to easy (test)

79.8Average Accuracy

8

Jun 11, 2026

L4 sequence easy to hard (test)

79Average Accuracy

8

Jun 11, 2026

L3 sequence 15 tasks (test)

81.1Average Accuracy

8

Jun 11, 2026

Page 11 of 17

Popular datasets

CIFAR ImageNet MNIST CIFAR-100 ImageNet-R

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