Hierarchical Text Classification on WOS few-shot
82.09Micro-F1HierVerb
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HierVerbK=16, Encoder=bert-large-uncased (330M)2023.05 | 82.09 | 75.01 | |
| HPTK=16, Encoder=bert-large-uncased (330M)2023.05 | 80.69 | 72.51 | |
| HierVerbK=8, Encoder=bert-large-uncased (330M)2023.05 | 78.56 | 71.01 | |
| BERT (Vanilla FT)K=16, Encoder=bert-large-uncased (330M)2023.05 | 78.52 | 69.64 | |
| HGCLRK=16, Encoder=bert-large-uncased (330M)2023.05 | 78.01 | 67.87 | |
| HPTK=8, Encoder=bert-large-uncased (330M)2023.05 | 77.96 | 68.26 | |
| BERT (Vanilla FT)K=8, Encoder=bert-large-uncased (330M)2023.05 | 73.98 | 62.82 | |
| HierVerbK=4, Encoder=bert-large-uncased (330M)2023.05 | 73.88 | 64.8 | |
| HGCLRK=8, Encoder=bert-large-uncased (330M)2023.05 | 71.48 | 56.91 | |
| HPTK=4, Encoder=bert-large-uncased (330M)2023.05 | 69.47 | 53.22 | |
| HGCLRK=4, Encoder=bert-large-uncased (330M)2023.05 | 68.12 | 52.92 | |
| HierVerbK=2, Encoder=bert-large-uncased (330M)2023.05 | 67.92 | 56.92 | |
| BERT (Vanilla FT)K=4, Encoder=bert-large-uncased (330M)2023.05 | 67.44 | 51.66 | |
| HierVerbK=1, Encoder=bert-large-uncased (330M)2023.05 | 61.29 | 47.7 | |
| HPTK=2, Encoder=bert-large-uncased (330M)2023.05 | 60.09 | 35.44 | |
| HPTK=1, Encoder=bert-large-uncased (330M)2023.05 | 49.75 | 19.78 | |
| HGCLRK=2, Encoder=bert-large-uncased (330M)2023.05 | 44.92 | 3.23 | |
| BERT (Vanilla FT)K=2, Encoder=bert-large-uncased (330M)2023.05 | 20.5 | 0.34 | |
| HGCLRK=1, Encoder=bert-large-uncased (330M)2023.05 | 20.1 | 0.5 | |
| BERT (Vanilla FT)K=1, Encoder=bert-large-uncased (330M)2023.05 | 10.78 | 0.25 |