Pubmed
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
Pubmed ADD-0.5 (test)
76.64Accuracy
16
Pubmed Dele-0.5 (test)
0.786Accuracy
16
Pubmed Dele-0.2 (test)
79.88Accuracy
16
PubMed (standard)
90.15Mean Accuracy
16
PubMed (test)
46.6Paired F1
16
PubMed 20 clients partition
88.11Accuracy
15
PubMed 5 clients partition
88.72Accuracy
15
Pubmed HOMO (test)
88.47Mean Accuracy
15
Pubmed HET. (test)
87.12Mean Accuracy
15
PubMed (test)
0.969AUROC
15
PubMed Generated by GPT-4 (test)
0.944AUROC
15
PubMed Generated by ChatGPT (test)
0.908AUROC
15
Pubmed (transductive)
80.8Accuracy
15
PubMed 2018 (test)
55.05ROUGE-1
15
PubMed
93.64Macro F1 Score
14
PUBMED (test)
82.61mF1
14
PUBMED evasion
2.53Misclassification Rate
14
PubMed Uniform Missing (test)
78.56Accuracy
14
PubMed Structural Missing (test)
77.8Accuracy
14
PubMed
91Accuracy
14
PubMed (target)
57.54F1 Score
14
Pubmed (test)
39.74Perplexity
14
PubMed Targeted Nodes (test)
99Accuracy
14
Pubmed L/C 60 (test)
83.95Accuracy
14
Pubmed L/C 40 (test)
83.47Accuracy
14