Pubmed
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
Pubmed h=0.80 (60 labeled nodes)
83.5Micro-F1
7
Pubmed h=0.80 (30 labeled nodes)
82.3Micro-F1
7
Pubmed 15 labeled nodes h=0.80
78.9Micro F1
7
PubMed
78.64Accuracy
7
PubMed (test)
48.65ROUGE-1
7
PubMed
96.18Accuracy
7
PubMed 80/10/10 random split (test)
78.7Accuracy
7
PubMed (test)
73.9F1 Score
7
Pubmed semi-supervised inductive
76.72Accuracy
7
Pubmed (semi-supervised transductive)
77.87Accuracy
7
PubMed n-ary relation extraction
79.7Accuracy (T-Cross)
7
PubMed Fixed Standard 20 nodes/class (train)
80.5Accuracy
7
Pubmed reduced-label (test)
72.4Accuracy
7
Pubmed missing-edge setting (test)
0.766Accuracy
7
PubMed
96.8Diagnostic Accuracy
6
PubMed VivaBench evaluation setup
43.5Accuracy
6
Pubmed
80.38Hits@K
6
PubMed Summarization
0.968Cov.
6
PubMed Summarization
50.7Bi-g
6
Pubmed Feature Shift
99.67AUROC
6
Pubmed Structure Shift
97.25AUROC
6
Pubmed
11.5Degree
6
PubMed 6.7:1
8.14Cohen's d
6
PubMed Body
14.434Recall@5
6
PubMed Abstract
10.728Recall@5
6