Pubmed
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
Pubmed (OOD)
90.1Accuracy
6
PubMed
22NMI
6
PubMed
57.03Macro F1 Score
6
PubMed
57.38Clustering Accuracy
6
PubMed
75.68Accuracy (P=0.4)
6
PubMed (test)
90.14Fit
6
PubMed Homophily Shift OOD-high top 15% nodes (test)
92.85Accuracy
6
PubMed Homophily Shift OOD-low bottom 15% nodes (test)
87.34Accuracy
6
PubMed Homophily Shift ID (test)
90.49Accuracy
6
PubMed Degree Shift OOD-high top 15% nodes (test)
89.95Accuracy
6
PubMed Degree Shift, OOD-low bottom 15% nodes by degree (test)
89.44Accuracy
6
PubMed Degree Shift In-Distribution (test)
90.61Accuracy
6
PubMed 9,419 class subset
1.426Mean Squared Distance
6
PubMed
52.63Micro F1
6
PubMed Short
45.12ROUGE-1
6
Pubmed (inductive)
89.93Accuracy
6
Pubmed L/C=60
26.71BS
6
Pubmed L/C=40
29.15BS Performance
6
Pubmed L/C=20
0.307BS
6
Pubmed standard fixed split (test)
80.1Accuracy
6
Pubmed
82.92Accuracy (0% Ptb)
6
PubMed
0.042ECE
5
PubMed 205w (test)
45.1ROUGE-1
5
PubMed
87.48AUPRC
5
Pubmed-F
99.67AUROC
5