wikiCS
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
WikiCS 1-shot (test)
45.37Accuracy
11
WikiCS γ=5 (OOD)
59.04F1 Score (%)
10
WikiCS Regular setting
72.96F1 Score
10
WikiCS GLBench (supervised)
77.72Accuracy
10
WikiCS LLM-embedded (test)
0.798Accuracy
10
WikiCS 3 OOD classes
81.75ID Accuracy
10
WikiCS (random 10/10/80)
0.812Micro-F1
10
WikiCS
3.1Perplexity
8
WIKICS (unseen)
66.9Accuracy
7
WikiCS imbalanced, ratio 100:1 (test)
72.2Accuracy
7
wikiCS
81.87Accuracy
7
WikiCS concept_degree (test)
79.96Accuracy
6
WikiCS
77.49Accuracy (p=0.4)
6
WikiCS Homophily Shift OOD-high top 15% nodes (test)
89.88Accuracy
6
WikiCS Homophily Shift OOD-low (bottom 15% test nodes)
82.39Accuracy
6
WikiCS Homophily Shift ID (test)
85.77Accuracy
6
WikiCS Degree Shift, OOD-high top 15% nodes by degree (test)
86.23Node Classification Accuracy (OOD High Degree)
6
WikiCS Degree Shift OOD-low bottom 15% nodes by degree (test)
78.81Accuracy
6
WikiCS Degree Shift ID original (test)
86.03Accuracy
6
WikiCS
75.1Accuracy (Clean)
6
WikiCS Link
73.9Accuracy
5
WikiCS
96.79MRR
4
WikiCS
20.99MRR
4
WikiCS
99F Score
4
wikiCS
2.03Accuracy Delta
1