Hierarchical Text Classification on RCV1 v2
69.7Macro-F1UME
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UMEModel Category=Pretrained Language Models, Five-fold cross-validation=true2026.03 | 69.7 | 86.88 | |
| HiTINModel Category=Pretrained Language Models, Five-fold cross-validation=true2026.03 | 69.65 | 86.79 | |
| HILLModel Category=Pretrained Language Models, Five-fold cross-validation=true2026.03 | 69.5 | 86.23 | |
| HJCLModel Category=Pretrained Language Models, Five-fold cross-validation=true2026.03 | 69.4 | 86.27 | |
| HiAdvModel Category=Pretrained Language Models, Five-fold cross-validation=true2026.03 | 69.29 | 86.71 | |
| HiGenModel Category=Pretrained Language Models, Five-fold cross-validation=true2026.03 | 69.24 | 86.53 | |
| HPTModel Category=Pretrained Language Models, Five-fold cross-validation=true2026.03 | 69.16 | 86.51 | |
| HALBModel Category=Pretrained Language Models, Five-fold cross-validation=true2026.03 | 68.38 | 86.14 | |
| HGCLRModel Category=Pretrained Language Models, Five-fold cross-validation=true2026.03 | 68.32 | 86.4 | |
| T5-InterMRCModel Category=Pretrained Language Models, Five-fold cross-validation=true2026.03 | 66.05 | 84.96 | |
| T5Model Category=Pretrained Language Models, Five-fold cross-validation=true2026.03 | 65.08 | 84.04 | |
| RoBERTaModel Category=Pretrained Language Models, Five-fold cross-validation=true2026.03 | 65.01 | 83.45 | |
| HiTINEncoder=TextRCNN, Embeddings=GloVe2023.05 | 64.37 | 84.81 | |
| HiMatchEncoder=TextRCNN, Embeddings=GloVe2023.05 | 64.11 | 84.73 | |
| HiMatchModel Category=Hierarchy-Aware Models, Five-fold cross-validation=true2026.03 | 63.99 | 84.42 | |
| UMETop N Tailed Labels=N=322026.03 | 63.69 | — | |
| HiAGMEncoder=TextRCNN, Embeddings=GloVe2023.05 | 63.35 | 83.96 | |
| HTCInfoMaxEncoder=TextRCNN, Embeddings=GloVe2023.05 | 62.71 | 83.51 | |
| HiAGMModel Category=Hierarchy-Aware Models, Five-fold cross-validation=true2026.03 | 62.35 | 83.17 | |
| HILLTop N Tailed Labels=N=322026.03 | 61.46 | — | |
| HTCInfoMaxModel Category=Hierarchy-Aware Models, Five-fold cross-validation=true2026.03 | 60.66 | 83.26 | |
| TextRCNNEncoder=TextRCNN, Embeddings=GloVe2023.05 | 59.25 | 81.57 | |
| HiTINTop N Tailed Labels=N=322026.03 | 57.98 | — | |
| HJCLTop N Tailed Labels=N=322026.03 | 57.2 | — | |
| HGCLRTop N Tailed Labels=N=322026.03 | 56.67 | — | |
| HPTTop N Tailed Labels=N=322026.03 | 54.77 | — | |
| UMETop N Tailed Labels=N=162026.03 | 50.45 | — | |
| HiTINTop N Tailed Labels=N=162026.03 | 47.21 | — | |
| HILLTop N Tailed Labels=N=162026.03 | 46.72 | — | |
| HJCLTop N Tailed Labels=N=162026.03 | 43.22 | — | |
| HGCLRTop N Tailed Labels=N=162026.03 | 41.83 | — | |
| HPTTop N Tailed Labels=N=162026.03 | 41.37 | — | |
| DCLShot=162026.04 | 36.16 | 65.46 | |
| HPTShot=162026.04 | 36.12 | 65.45 | |
| SCHK-HTCShot=162026.04 | 36.08 | 65.48 | |
| HierVerbShot=162026.04 | 35.84 | 65.5 | |
| Vanilla-BERTShot=162026.04 | 34 | 63.68 | |
| HGCLRShot=162026.04 | 33.25 | 63.91 | |
| HierVerbShot=82026.04 | 31.13 | 63.76 | |
| SCHK-HTCShot=82026.04 | 30.88 | 63.97 | |
| DCLShot=82026.04 | 30.24 | 63.81 | |
| HPTShot=82026.04 | 29.03 | 59.92 | |
| HGCLRShot=82026.04 | 27.03 | 58.9 | |
| UMETop N Tailed Labels=N=82026.03 | 26.93 | — | |
| Vanilla-BERTShot=82026.04 | 23.93 | 57.27 | |
| HJCLTop N Tailed Labels=N=82026.03 | 22.4 | — | |
| HierVerbShot=42026.04 | 22.07 | 56.86 | |
| SCHK-HTCShot=42026.04 | 21.89 | 56.66 | |
| DCLShot=42026.04 | 21.77 | 56.44 | |
| HiTINTop N Tailed Labels=N=82026.03 | 20.24 | — | |
| HPTShot=42026.04 | 20.01 | 52.62 | |
| HGCLRTop N Tailed Labels=N=82026.03 | 18.92 | — | |
| HILLTop N Tailed Labels=N=82026.03 | 18.38 | — | |
| HPTTop N Tailed Labels=N=82026.03 | 16.88 | — | |
| SCHK-HTCShot=22026.04 | 11.88 | 48.06 | |
| HierVerbShot=22026.04 | 11.74 | 48 | |
| DCLShot=22026.04 | 11.54 | 47.56 | |
| HGCLRShot=42026.04 | 8.56 | 45.53 | |
| HPTShot=22026.04 | 8.31 | 38.93 | |
| SCHK-HTCShot=12026.04 | 4.93 | 40.97 | |
| HierVerbShot=12026.04 | 4.82 | 40.85 | |
| DCLShot=12026.04 | 4.76 | 40.75 | |
| Vanilla-BERTShot=12026.04 | 3.73 | 7.32 | |
| HPTShot=12026.04 | 3.35 | 27.7 | |
| Vanilla-BERTShot=22026.04 | 2.76 | 8.07 | |
| HGCLRShot=22026.04 | 2.51 | 34.33 | |
| Vanilla-BERTShot=42026.04 | 1.45 | 17.94 | |
| HGCLRShot=12026.04 | 1.34 | 26.46 |