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Node Classification research benchmarks – Page 57 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CiteSeer Structural Missing (test)

71.94Accuracy

9

Feb 26, 2026

Pokec (50%/25%/25%)

74.73Accuracy

9

Feb 26, 2026

Amazon2M (10%/10%/80%)

90.4Accuracy

9

Feb 26, 2026

86.75Mean Accuracy

9

Feb 26, 2026

UAI 2010 (test)

78.72Accuracy

9

Feb 26, 2026

Freebase HGB (test)

51.87Macro F1

9

Feb 26, 2026

AMiner-CS (random)

0.542Accuracy

9

Feb 26, 2026

36.1Accuracy

9

Feb 26, 2026

Amazon Photo (dense)

91.93Mean Accuracy

9

Feb 26, 2026

Amazon Computers (dense)

83.11Mean Accuracy

9

Feb 26, 2026

0.42Micro F1

9

Feb 26, 2026

91.4Macro F1

9

Feb 26, 2026

0.271Macro F1

9

Feb 26, 2026

75.74Accuracy

9

Feb 26, 2026

IMDb 40% (train)

60.27Macro F1 Score

9

Feb 26, 2026

Amazon2M (test)

89.72Accuracy

9

Feb 26, 2026

YouTube (10% labeled nodes)

45.86Micro F1 Score

9

Apr 13, 2026

0.844Latency (ms)

8

Jun 24, 2026

81.92Accuracy

8

Jun 23, 2026

DGL 16 datasets (test)

13Number of Graphs Improved

8

Jun 4, 2026

Long-Range and 'Corrected' Graph Datasets (Amazon-ratings, Questions, Roman-empire, chameleon-filtered, squirrel-filtered, COCO-SP, PascalVOC-SP) (test)

6Improved Graphs Count

8

Jun 4, 2026

45.09Accuracy

8

Jun 4, 2026

99.12Accuracy

8

Jun 4, 2026

Wisconsin 5-shot

99.12Accuracy

8

Jun 4, 2026

43.59Accuracy

8

Jun 4, 2026

Page 57 of 87

Popular datasets

Cora Citeseer Pubmed Ogbn-arxiv Chameleon

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