Hierarchical Text Classification on DBpedia Depth 3
93.34Macro-F1HPT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| HPTK=162023.05 | 93.34 | 96.13 | 96.21 | 93.45 | |
| HierVerbK=162023.05 | 93.28 | 96.17 | 96.21 | 93.49 | |
| HierVerbK=82023.05 | 92.44 | 95.69 | 95.7 | 92.51 | |
| HPTK=82023.05 | 92.35 | 95.49 | 95.57 | 92.52 | |
| HierVerbK=42023.05 | 90.77 | 94.75 | 95.13 | 91.43 | |
| HPTK=42023.05 | 90.09 | 94.34 | 94.83 | 91.12 | |
| HGCLRK=162023.05 | 89.41 | 95.49 | 95.63 | 89.71 | |
| KG-HTCbaseline_category=Ours2025.05 | 89.4 | — | — | — | |
| BERT (Vanilla FT)K=162023.05 | 89.16 | 95.31 | 95.37 | 89.35 | |
| HierVerbK=22023.05 | 88.96 | 93.71 | 93.87 | 89.02 | |
| HGCLRK=82023.05 | 88.04 | 94.7 | 94.94 | 88.61 | |
| BERT (Vanilla FT)K=82023.05 | 87.63 | 94.39 | 94.57 | 87.78 | |
| HierVerbK=12023.05 | 85.32 | 91.81 | 91.95 | 85.44 | |
| HGCLRK=42023.05 | 84.74 | 93.14 | 93.22 | 85.11 | |
| BERT (Vanilla FT)K=42023.05 | 84.63 | 92.94 | 93.38 | 85.47 | |
| HPTK=22023.05 | 81.12 | 90.32 | 91.11 | 82.42 | |
| HGCLRK=22023.05 | 71.46 | 87.79 | 88.42 | 71.78 | |
| BERT (Vanilla FT)K=22023.05 | 69.05 | 87.02 | 88.2 | 73.28 | |
| GPT-3.5-turbobaseline_category=Weak baselines, zero-shot=true2025.05 | 67.2 | — | — | — | |
| HiLAbaseline_category=Strong baselines2025.05 | 62.9 | — | — | — | |
| Z-STCbaseline_category=Strong baselines, zero-shot=true2025.05 | 62.8 | — | — | — | |
| HPTK=12023.05 | 31.01 | 72.52 | 73.47 | 32.5 | |
| BERT (Vanilla FT)K=12023.05 | 0.29 | 14.43 | 24.27 | 0.32 | |
| HGCLRK=12023.05 | 0.28 | 15.73 | 25.13 | 0.31 |