Node Classification
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
96.54Accuracy
112
Jun 1, 2026
87.281Test Accuracy
109
Jul 1, 2026
88.6Accuracy
108
Mar 16, 2026
83.22Accuracy (%)
105
May 6, 2026
86.21ROC AUC
104
Jun 23, 2026
94.01Accuracy
104
Jun 1, 2026
97.54Accuracy
104
Jun 23, 2026
88.75Accuracy
103
Feb 26, 2026
87.4Accuracy (WikiCS)
101
Jul 3, 2026
77Accuracy
100
Mar 16, 2026
92.92Accuracy
98
Jun 4, 2026
80.02AUROC
97
Jun 4, 2026
9.73Miss-classification Rate (Δ=1)
96
May 8, 2026
13.2Miss-classification Rate (Δ=1)
96
May 8, 2026
95.9Accuracy
95
Mar 11, 2026
86.33Accuracy
95
Jun 2, 2026
89.31Accuracy
94
Jun 4, 2026
62.24Macro F1
94
May 26, 2026
89.58Accuracy
94
Mar 16, 2026
0.879Macro F1 Score
92
May 18, 2026
85.2Accuracy
92
Feb 26, 2026
97.68Accuracy
91
Jul 3, 2026
86.3Accuracy (General)
91
Jun 4, 2026
89.89Accuracy
91
Mar 11, 2026
66.03Accuracy
88
Feb 26, 2026