Node Classification
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
49.12F1 Score
60
Apr 7, 2026
68.04Macro-F1
59
May 14, 2026
72.13Mean Accuracy
56
Feb 26, 2026
84.57Accuracy
56
Jun 4, 2026
77.4Accuracy
56
Feb 26, 2026
0.739Accuracy
56
Feb 26, 2026
0.835Accuracy
55
Jun 11, 2026
85.32Balanced Accuracy
54
Mar 18, 2026
88.94Balanced Accuracy
54
Mar 18, 2026
97.14Accuracy
53
Jun 4, 2026
80.32Accuracy
53
Jun 4, 2026
90.59Accuracy
53
Jun 4, 2026
78.6Accuracy
53
Jun 4, 2026
66.83Clean Accuracy
52
Mar 6, 2026
77.04Accuracy
52
Feb 26, 2026
92.17Accuracy
52
Jun 11, 2026
76.5Accuracy
51
May 26, 2026
89.87F1-score
51
Mar 18, 2026
76.09Accuracy
51
Mar 16, 2026
78.61Accuracy
50
May 12, 2026
0.13Miss-classification Rate (Δ=1)
50
May 8, 2026
87.39OOD Accuracy
50
Feb 26, 2026
88.7Mean Accuracy
50
Feb 26, 2026
37.99Mean Accuracy
50
Feb 26, 2026
96.95Accuracy
49
Jun 12, 2026