Label Noise Reduction on BBN
81.2AccuracyPLE
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| PLECorrelation Subgraph=KB-based2016.02 | 81.2 | 88.8 | 84 | 86.3 | 88.3 | 85 | 86.7 | |
| PLE-CoHCorrelation Subgraph=Hierarchy-based2016.02 | 78.8 | 85.1 | 83.7 | 84.4 | 84.6 | 84 | 84.3 | |
| PLE-NoCoCorrelation Subgraph=None2016.02 | 75.5 | 82.9 | 81.4 | 82.1 | 83.6 | 82.2 | 82.9 | |
| WSABIETraining Corpus=Raw2016.02 | 71.3 | 77.6 | 76.6 | 77.1 | 80.2 | 78.3 | 76.6 | |
| LINETraining Corpus=Raw2016.02 | 70.3 | 76.6 | 75.3 | 75.9 | 77.1 | 76.8 | 77 | |
| PTETraining Corpus=Raw2016.02 | 70.3 | 82.4 | 77.5 | 79.9 | 83.3 | 77.3 | 80.2 | |
| DeepWalkTraining Corpus=Raw2016.02 | 54.5 | 67.6 | 63.1 | 65.2 | 66.3 | 64.7 | 65.5 | |
| SibPruning=Sib2016.02 | 51.6 | 70.7 | 70.3 | 70.5 | 68.9 | 69 | 69 | |
| RawPruning=None2016.02 | 51.3 | 73.5 | 84.4 | 78.5 | 68.7 | 85 | 76 | |
| MinPruning=Min2016.02 | 50.9 | 73.5 | 83.3 | 78.1 | 68.8 | 83.8 | 75.6 | |
| AllPruning=Sib + Min2016.02 | 50.9 | 70.9 | 69.9 | 70.4 | 69 | 68.6 | 68.8 |