HILL

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· 2024-03-26
70.12
SOTA
HILL: Hierarchy-aware Information Lossless Contrastive Learning for Hierarchical Text Classification arXiv:2403.17307
Multi-Label ClassificationonRCV1-v2
Micro F1· 2024-03-26
87.31
SOTA
HILL: Hierarchy-aware Information Lossless Contrastive Learning for Hierarchical Text Classification arXiv:2403.17307
Multi-Label ClassificationonNew York Times Annotated Corpus
Macro F1· 2024-03-26
69.96
SOTA
HILL: Hierarchy-aware Information Lossless Contrastive Learning for Hierarchical Text Classification arXiv:2403.17307
Multi-Label ClassificationonNew York Times Annotated Corpus
Micro F1· 2024-03-26
80.47
SOTA
HILL: Hierarchy-aware Information Lossless Contrastive Learning for Hierarchical Text Classification arXiv:2403.17307
Multi-Label ClassificationonWOS
Macro F1· 2024-03-26
81.77
SOTA
HILL: Hierarchy-aware Information Lossless Contrastive Learning for Hierarchical Text Classification arXiv:2403.17307
Multi-Label ClassificationonWOS
Micro F1· 2024-03-26
87.28
SOTA
HILL: Hierarchy-aware Information Lossless Contrastive Learning for Hierarchical Text Classification arXiv:2403.17307