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Node Classification research benchmarks – Page 86 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

DBLP (inference)

0.42Total Energy (Wh)

2

Mar 6, 2026

87.07ASR

2

Mar 6, 2026

22Avg Model Evaluations

2

Feb 26, 2026

Amazon-Photo 10 clients non-overlapping

94.62Accuracy

2

Feb 26, 2026

DBLP 5-way 3-shot (test)

83.64Accuracy

2

Feb 26, 2026

Cora-ML+ (80% train 20% test)

85.85Average Accuracy

2

Feb 26, 2026

AmazonPhoto Imbalanced largest connected component (LCC)

90.4Accuracy

2

Feb 26, 2026

AmazonComputers Imbalanced largest connected component (LCC)

81.5Accuracy

2

Feb 26, 2026

CoauthorPhysics largest connected component (LCC) (Imbalanced)

93.1Accuracy

2

Feb 26, 2026

CoauthorCS largest connected component (LCC) (Imbalanced)

89.4Accuracy

2

Feb 26, 2026

PubMed Imbalanced largest connected component (LCC)

77.3Accuracy

2

Feb 26, 2026

CiteSeer largest connected component (LCC) (Imbalanced)

71.9Accuracy

2

Feb 26, 2026

CORA Imbalanced largest connected component (LCC)

81.7Accuracy

2

Feb 26, 2026

66.59Accuracy

1

Apr 27, 2026

Squirrel (train)

38Macro F1

1

Feb 26, 2026

26.5Macro F1

1

Feb 26, 2026

Wisconsin (train)

58Macro F1

1

Feb 26, 2026

Cornell (train)

0.53Macro F1

1

Feb 26, 2026

Citeseer standard (test)

0.071P-Value

1

Feb 26, 2026

DBLP standard (test)

0.072P-Value

1

Feb 26, 2026

Pubmed standard (test)

0.147P-Value

1

Feb 26, 2026

Coauthor CS standard (test)

0.047P-Value

1

Feb 26, 2026

Citeseer 20% pair noise (test)

0.011P-Value

1

Feb 26, 2026

DBLP 20% pair noise (test)

0.072P-Value

1

Feb 26, 2026

Cora 20% pair noise (test)

0.047p-value

1

Feb 26, 2026

Page 86 of 87

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Cora Citeseer Pubmed Ogbn-arxiv Chameleon

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