Paper | Code | Macro F1 | Micro F1 | ModelName | ReleaseDate |
---|---|---|---|---|---|
Hierarchy-aware Biased Bound Margin Loss Function for Hierarchical Text Classification | ✓ Link | 71.47±0.20 | 87.81±0.09 | HiDEC+HBM Loss | 2024-08-13 |
Hierarchy-aware Biased Bound Margin Loss Function for Hierarchical Text Classification | ✓ Link | 70.82±0.20 | 87.70±0.12 | HiDEC | 2024-08-13 |
Hierarchy-aware Biased Bound Margin Loss Function for Hierarchical Text Classification | ✓ Link | 70.55±0.13 | 87.82±0.06 | HPT+HBM Loss | 2024-08-13 |
Hierarchy-aware Biased Bound Margin Loss Function for Hierarchical Text Classification | ✓ Link | 70.23±0.31 | 87.82±0.14 | HPT | 2024-08-13 |
HILL: Hierarchy-aware Information Lossless Contrastive Learning for Hierarchical Text Classification | ✓ Link | 70.12 | 87.31 | HILL | 2024-03-26 |
HiTIN: Hierarchy-aware Tree Isomorphism Network for Hierarchical Text Classification | ✓ Link | 69.95 | 86.71 | HiTIN+BERT | 2023-05-24 |
HiTIN: Hierarchy-aware Tree Isomorphism Network for Hierarchical Text Classification | ✓ Link | 64.37 | 84.81 | HiTIN | 2023-05-24 |