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Benchmarks
Node-level Anomaly Detection on Questions (F1-macro)
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59.45
F1-macro
UniGAD
38.6292
44.0346
49.44
54.8454
Nov 10, 2024
F1-macro
Updated 1mo ago
Evaluation Results
Method
Method
Links
F1-macro
UniGAD
Backbone=BWG
2024.11
59.45
UniGAD
Backbone=GCN
2024.11
58.06
BWGNN
Method Category=Node-l...
2024.11
52.09
GraphSAGE
Method Category=Node-l...
2024.11
51.07
GIN
Method Category=Node-l...
2024.11
49.95
AMNet
Method Category=Node-l...
2024.11
49.9
All-in-One-U
Method Category=Multi-...
2024.11
48.81
GCN
Method Category=Node-l...
2024.11
48.74
SGC
Method Category=Node-l...
2024.11
48.59
BernNet
Method Category=Node-l...
2024.11
47.59
GAT
Method Category=Node-l...
2024.11
47.28
PNA
Method Category=Node-l...
2024.11
46.38
GraphPrompt-U
Method Category=Multi-...
2024.11
39.43
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