Node Classification
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
46.11Accuracy / F1 Score
19
May 1, 2026
85.5Accuracy
19
Jun 25, 2026
0.02Accuracy Drop (ΔAcc)
19
Mar 30, 2026
85.5Accuracy
19
Mar 18, 2026
45.48Accuracy
19
May 12, 2026
0.461Accuracy
19
May 12, 2026
41.61Accuracy
19
May 12, 2026
67.7Accuracy
19
Feb 26, 2026
48.25Accuracy
19
Feb 26, 2026
54.21Accuracy/F1 Score
19
May 1, 2026
37.9Accuracy
19
Feb 26, 2026
87.31Accuracy (0% Perturbation)
19
Feb 26, 2026
0.947ROC-AUC
19
Feb 26, 2026
55.91Accuracy
19
Feb 26, 2026
84.28Accuracy
19
Feb 26, 2026
92.8Accuracy
19
Feb 26, 2026
81.02Accuracy
19
Feb 26, 2026
92.67Micro-F1
19
Apr 20, 2026
95.93ROC-AUC
18
Jun 23, 2026
95.3Mean AUROC
18
Jun 4, 2026
71.3Mean AUROC
18
Jun 4, 2026
54.3Mean macro-F1
18
Jun 4, 2026
70.21Accuracy
18
Jun 4, 2026
68.75Accuracy
18
Jun 4, 2026
61.24Accuracy
18
Jun 4, 2026