Hierarchical Text Classification on RCV1
83.3Micro-F1HiLAP
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| HiLAPHierarchy handling=Local & Global, Base model=bow-CNN2019.08 | 83.3 | 60.1 | 85 | |
| bow-CNNHierarchy handling=Flat2019.08 | 82.7 | 44.7 | 83.3 | |
| HMCNHierarchy handling=Local & Global2019.08 | 80.8 | 54.6 | 82.2 | |
| SVMHierarchy handling=Flat2019.08 | 80.4 | 46.2 | 80.5 | |
| TD-SVMHierarchy handling=Local & Global2019.08 | 80.1 | 50.7 | 80.5 | |
| HIDDENjntAccess to true hierarchy=false2021.01 | 79.3 | 47.3 | — | |
| HiLAPHierarchy handling=Local & Global, Base model=TextCNN2019.08 | 78.6 | 50.5 | 80.1 | |
| HiLAPAccess to true hierarchy=true2021.01 | 78.6 | 50.5 | — | |
| TextCNNHierarchy handling=Flat2019.08 | 76.6 | 43 | 75.8 | |
| HR-DGCNNHierarchy handling=Local & Global2019.08 | 76.1 | 43.2 | — | |
| HiLAPHierarchy handling=Local & Global, Base model=HAN2019.08 | 75.4 | 45.5 | 77.4 | |
| HANHierarchy handling=Flat2019.08 | 75.3 | 40.6 | 76.1 | |
| HR-SVMHierarchy handling=Local & Global2019.08 | 72.8 | 38.6 | — | |
| HSVMHierarchy handling=Local & Global2019.08 | 69.3 | 33.3 | — | |
| Leaf-SVMHierarchy handling=Flat2019.08 | 69.1 | 33 | — |