Hierarchical Text Classification on Web-of-Science (WOS) Depth 2 (test)
80.93Micro-F1HierVerb
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| HierVerbK=162023.05 | 80.93 | 0.738 | 81.26 | 0.7419 | |
| HPTK=162023.05 | 79.85 | 0.7202 | 80.58 | 0.7331 | |
| HierVerbK=82023.05 | 78.12 | 0.6998 | 78.87 | 0.7104 | |
| HiMatchK=162023.05 | 77.67 | 0.687 | 78.24 | 0.6958 | |
| HGCLRK=162023.05 | 76.93 | 0.6792 | 77.46 | 0.6866 | |
| HPTK=82023.05 | 76.22 | 0.672 | 77.23 | 0.6863 | |
| BERT (Vanilla FT)K=162023.05 | 75.52 | 0.6585 | 76.07 | 0.6696 | |
| HierVerbK=42023.05 | 72.58 | 0.6312 | 73.64 | 0.6447 | |
| HiMatchK=82023.05 | 69.92 | 0.5747 | 70.23 | 0.5778 | |
| HGCLRK=82023.05 | 68.34 | 0.5441 | 69.22 | 0.5599 | |
| BERT (Vanilla FT)K=82023.05 | 66.24 | 0.5021 | 67.53 | 0.526 | |
| HierVerbK=22023.05 | 66.08 | 0.5404 | 68.01 | 0.5669 | |
| HPTK=42023.05 | 65.57 | 0.4589 | 67.06 | 0.4942 | |
| HierVerbK=12023.05 | 58.95 | 0.4496 | 61.76 | 0.4819 | |
| HPTK=22023.05 | 57.45 | 0.3597 | 58.99 | 0.3994 | |
| HiMatchK=42023.05 | 57.43 | 0.3904 | 57.43 | 0.3904 | |
| HGCLRK=42023.05 | 56.8 | 0.3234 | 57.96 | 0.3376 | |
| BERT (Vanilla FT)K=42023.05 | 56 | 0.3104 | 57.18 | 0.3377 | |
| HPTK=12023.05 | 50.05 | 0.2569 | 50.96 | 0.2776 | |
| HiMatchK=22023.05 | 46.41 | 0.1897 | 47.23 | 0.2106 | |
| BERT (Vanilla FT)K=22023.05 | 46.31 | 0.0511 | 46.85 | 0.0551 | |
| HGCLRK=22023.05 | 45.11 | 0.058 | 47.56 | 0.0963 | |
| HiMatchK=12023.05 | 43.44 | 0.0771 | 48.26 | 0.0932 | |
| HGCLRK=12023.05 | 9.77 | 0.0059 | 16.32 | 0.0063 | |
| BERT (Vanilla FT)K=12023.05 | 2.99 | 0.0016 | 5.12 | 0.0024 |