Hierarchical Text Classification on NYT
69.76Macro F1UME
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UMEModel Category=Pretrained Language Models, Five-fold cross-validation=true2026.03 | 69.76 | 79.41 | |
| HILLModel Category=Pretrained Language Models, Five-fold cross-validation=true2026.03 | 69.54 | 79.25 | |
| HALBModel Category=Pretrained Language Models, Five-fold cross-validation=true2026.03 | 69.2 | 79.09 | |
| HiAdvModel Category=Pretrained Language Models, Five-fold cross-validation=true2026.03 | 69.13 | 79.05 | |
| HiGenModel Category=Pretrained Language Models, Five-fold cross-validation=true2026.03 | 68.81 | 78.62 | |
| T5-InterMRCModel Category=Pretrained Language Models, Five-fold cross-validation=true2026.03 | 65.14 | 74.89 | |
| HiTINEncoder=TextRCNN, Embeddings=GloVe2023.05 | 61.09 | 75.13 | |
| HiAGMEncoder=TextRCNN, Embeddings=GloVe2023.05 | 60.83 | 74.97 | |
| WeSHClass + JoSHLearning Setting=Weakly-supervised, Embeddings=JoSH2020.07 | 58.2 | 70.3 | |
| TextRCNNEncoder=TextRCNN, Embeddings=GloVe2023.05 | 56.18 | 70.83 | |
| UMETop N Tailed Labels=N=322026.03 | 50.75 | — | |
| HJCLTop N Tailed Labels=N=322026.03 | 50.53 | — | |
| WeSHClass + CatELearning Setting=Weakly-supervised, Embeddings=CatE2020.07 | 50.3 | 67.9 | |
| HILLTop N Tailed Labels=N=322026.03 | 50.23 | — | |
| HGCLRTop N Tailed Labels=N=322026.03 | 48.36 | — | |
| HiTINTop N Tailed Labels=N=322026.03 | 47.39 | — | |
| HPTTop N Tailed Labels=N=322026.03 | 45.21 | — | |
| JoSHLearning Setting=Weakly-supervised, Classifier type=Generative2020.07 | 42.9 | 60 | |
| WeSHClassLearning Setting=Weakly-supervised2020.07 | 42.5 | 58.1 | |
| UMETop N Tailed Labels=N=162026.03 | 35.78 | — | |
| HILLTop N Tailed Labels=N=162026.03 | 35.31 | — | |
| HJCLTop N Tailed Labels=N=162026.03 | 34.39 | — | |
| HiTINTop N Tailed Labels=N=162026.03 | 28.7 | — | |
| HGCLRTop N Tailed Labels=N=162026.03 | 22.43 | — | |
| HPTTop N Tailed Labels=N=162026.03 | 21.21 | — | |
| UMETop N Tailed Labels=N=82026.03 | 15.36 | — | |
| HILLTop N Tailed Labels=N=82026.03 | 14.31 | — | |
| HiTINTop N Tailed Labels=N=82026.03 | 13.52 | — | |
| HPTTop N Tailed Labels=N=82026.03 | 12.83 | — | |
| HJCLTop N Tailed Labels=N=82026.03 | 12.82 | — | |
| HGCLRTop N Tailed Labels=N=82026.03 | 9.38 | — |