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Models/HiTIN+BERT

HiTIN+BERT

Reported on 6 benchmarks across 1 task · 1 paper · 6 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Methodology6 results

  • Multi-Label ClassificationonRCV1-v2
    Macro F1· 2023-05-24
    69.95
    best: 70.12 (HILL)
    SOTA
    HiTIN: Hierarchy-aware Tree Isomorphism Network for Hierarchical Text ClassificationarXiv:2305.15182
  • Multi-Label ClassificationonRCV1-v2
    Micro F1· 2023-05-24
    86.71
    best: 87.31 (HILL)
    SOTA
    HiTIN: Hierarchy-aware Tree Isomorphism Network for Hierarchical Text ClassificationarXiv:2305.15182
  • Multi-Label ClassificationonNew York Times Annotated Corpus
    Macro F1· 2023-05-24
    69.31
    best: 69.96 (HILL)
    SOTA
    HiTIN: Hierarchy-aware Tree Isomorphism Network for Hierarchical Text ClassificationarXiv:2305.15182
  • Multi-Label ClassificationonNew York Times Annotated Corpus
    Micro F1· 2023-05-24
    79.65
    best: 80.47 (HILL)
    SOTA
    HiTIN: Hierarchy-aware Tree Isomorphism Network for Hierarchical Text ClassificationarXiv:2305.15182
  • Multi-Label ClassificationonWOS
    Macro F1· 2023-05-24
    81.57
    best: 81.77 (HILL)
    SOTA
    HiTIN: Hierarchy-aware Tree Isomorphism Network for Hierarchical Text ClassificationarXiv:2305.15182
  • Multi-Label ClassificationonWOS
    Micro F1· 2023-05-24
    87.19
    best: 87.28 (HILL)
    SOTA
    HiTIN: Hierarchy-aware Tree Isomorphism Network for Hierarchical Text ClassificationarXiv:2305.15182