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Papers Benchmarks Datasets Tasks

Node Classification research benchmarks – Page 87 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Amazon Photo 20% pair noise (test)

0.018P-Value

1

Feb 26, 2026

Coauthor CS 20% pair noise (test)

0.072P-Value

1

Feb 26, 2026

2.03Accuracy Delta

1

Feb 26, 2026

US County (40/10/50 random split)

1.77Accuracy Delta

1

Feb 26, 2026

Rice31 (40/10/50 random split)

1.39Accuracy Δ

1

Feb 26, 2026

Email (40/10/50 random split)

4.26Accuracy Delta (Δ)

1

Feb 26, 2026

Products OGB benchmark

1.53Accuracy Δ

1

Feb 26, 2026

Citeseer with TF-IDF vectors

78.02Accuracy

1

Feb 26, 2026

Cora with TF-IDF vectors

85.17Accuracy

1

Feb 26, 2026

Cora additional (train)

89.48Accuracy

1

Feb 26, 2026

PHOTOS standard (test)

—

—Primary metric

0

Feb 26, 2026

—

—Primary metric

0

Feb 26, 2026

Osteosarcoma spectroscopic dataset

—

—Primary metric

0

Feb 26, 2026

PubMed Planetoid original (test)

—

—Primary metric

0

Feb 26, 2026

CORA Planetoid original (test)

—

—Primary metric

0

Feb 26, 2026

Citeseer (test)

—

—Primary metric

0

Feb 26, 2026

—

—Primary metric

0

Feb 26, 2026

—

—Primary metric

0

Feb 26, 2026

—

—Primary metric

0

Feb 26, 2026

—

—Primary metric

0

Feb 26, 2026

Page 87 of 87

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Cora Citeseer Pubmed Ogbn-arxiv Chameleon

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