Coauthor
Benchmarks
TaskDatasetSOTA resultTrendResults
Coauthor CS
96.5Accuracy
158
Coauthor Physics
97.54Accuracy
104
Coauthor Phy (test)
96.9Accuracy
41
COAUTHOR-PHY
97.34Accuracy
39
Coauthor (Gtest)
99.58Accuracy
28
Coauthor CS
90.6Macro F1
24
Coauthor CS
97.76Matching Accuracy
21
CoAuthor (test)
3.79Quality Score
20
CoAuthor (test)
4.48Quality Score
20
Coauthor PHY
95.84Micro F1
20
Coauthor CS (semi-supervised transductive)
92.8Accuracy
19
Coauthor Physics
5.22Delta RA (%)
16
Coauthor (c3)
98.55Accuracy
12
Coauthor (c2)
98.49Accuracy (c2)
12
Coauthor (c1)
98.21Accuracy
12
CoAuthor CS 48/32/20 (test)
90.73Accuracy
12
Coauthor CS
3.143Faithfulness (KL distance)
12
CoauthorCS (2% labeling ratio)
3.829Explainability Performance
12
CoAuthor
0.416Kappa
11
Coauthor Physics (Rest nodes)
94Accuracy
11
Coauthor CS (Rest nodes)
92.8Accuracy
11
Coauthor (test)
95.3AUROC (aleatoric)
10
Coauthor CS
94.34AUC
10
Coauthor CS
88.3Micro F1
10
Coauthor PHY
91.4Macro F1
9