Hierarchical Text Classification on NYTimes (test)
80.47Micro-F1HILL
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| HILLText Encoder=BERT, Learning Paradigm=Contrastive2024.03 | 80.47 | 69.96 | |
| HiTINText Encoder=BERT2023.05 | 79.65 | 69.31 | |
| HGCLRText Encoder=BERT, Learning Paradigm=Contrastive2024.03 | 78.86 | 67.96 | |
| HGCLRText Encoder=BERT2023.05 | 78.86 | 67.96 | |
| BERT+HTCInfoMaxText Encoder=BERT, Learning Paradigm=Supervised2024.03 | 78.75 | 67.31 | |
| HTCInfoMaxText Encoder=BERT2023.05 | 78.75 | 67.31 | |
| BERT+HiAGMText Encoder=BERT, Learning Paradigm=Supervised2024.03 | 78.64 | 66.76 | |
| HiAGMText Encoder=BERT2023.05 | 78.64 | 66.76 | |
| BERTText Encoder=BERT, Learning Paradigm=Supervised2024.03 | 78.24 | 65.62 | |
| BERTText Encoder=BERT2023.05 | 78.24 | 65.62 | |
| HIDDEN_jntbase_model=TextCNN, architecture=joint2021.01 | 77 | 43.6 | |
| HIDDEN_fltbase_model=TextCNN, architecture=flat baseline2021.01 | 76.4 | 37.1 | |
| HiAGMText Encoder=TextRCNN, Learning Paradigm=Supervised2024.03 | 74.97 | 60.83 | |
| HIDDEN_casbase_model=TextCNN, architecture=cascaded2021.01 | 74.6 | 33.2 | |
| TextRCNNText Encoder=TextRCNN, Learning Paradigm=Supervised2024.03 | 70.83 | 56.18 | |
| TextCNN-Flatbase_model=TextCNN, architecture=flat2021.01 | 69.5 | 39.5 |