Hierarchical Text Classification on Amazon
92.12Macro F1BERT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BERT2026.05 | 92.12 | 89.54 | |
| H-CoMET2026.05 | 91.33 | 89.85 | |
| GACaps2026.05 | 90.58 | 86.73 | |
| MATCH2026.05 | 90.39 | 87.17 | |
| HiAGM2026.05 | 90.29 | 87.35 | |
| F-MLP2026.05 | 88.57 | 88.48 | |
| HBGL2026.05 | 87.96 | 84.05 | |
| F-CoMET2026.05 | 87.26 | 87.17 | |
| TAXMORPHLLM=Haiku, Label Representation=Single Node2026.01 | 47.5 | — | |
| TAXMORPHLLM=Sonnet-3, Label Representation=Single Node2026.01 | 46.2 | — | |
| TAXMORPHLLM=Sonnet-3.5, Label Representation=Single Node2026.01 | 46 | — | |
| Human-CuratedLabel Representation=Single Node2026.01 | 45.7 | — | |
| TAXMORPHLLM=Haiku, Label Representation=Full Path2026.01 | 45.7 | — | |
| TAXMORPHLLM=Sonnet-3.5, Label Representation=Full Path2026.01 | 44.7 | — | |
| TAXMORPHLLM=Sonnet-3, Label Representation=Full Path2026.01 | 43.9 | — | |
| Human-CuratedLabel Representation=Full Path2026.01 | 43.2 | — | |
| Human-CuratedLabel Representation=Structured Identifier2026.01 | 35.1 | — | |
| Human-CuratedLabel Representation=Linear Layer2026.01 | 14.2 | — |