Hierarchical Text Classification on AAPD
63.46Macro-F1UME
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UMEModel Category=Pretrained Language Models, Five-fold cross-validation=true2026.03 | 63.46 | 79.21 | |
| HJCLModel Category=Pretrained Language Models, Five-fold cross-validation=true2026.03 | 63.25 | 78.55 | |
| HILLModel Category=Pretrained Language Models, Five-fold cross-validation=true2026.03 | 63.24 | 79.02 | |
| HiTINModel Category=Pretrained Language Models, Five-fold cross-validation=true2026.03 | 63.22 | 78.6 | |
| HALBModel Category=Pretrained Language Models, Five-fold cross-validation=true2026.03 | 63.1 | 78.1 | |
| HiGenModel Category=Pretrained Language Models, Five-fold cross-validation=true2026.03 | 63.09 | 78.71 | |
| HPTModel Category=Pretrained Language Models, Five-fold cross-validation=true2026.03 | 62.94 | 77.83 | |
| HGCLRModel Category=Pretrained Language Models, Five-fold cross-validation=true2026.03 | 62.75 | 78.9 | |
| HiAdvModel Category=Pretrained Language Models, Five-fold cross-validation=true2026.03 | 62.52 | 78.94 | |
| T5-InterMRCModel Category=Pretrained Language Models, Five-fold cross-validation=true2026.03 | 61.78 | 77.22 | |
| T5Model Category=Pretrained Language Models, Five-fold cross-validation=true2026.03 | 61.1 | 74.99 | |
| RoBERTaModel Category=Pretrained Language Models, Five-fold cross-validation=true2026.03 | 60.31 | 75.08 | |
| HiMatchModel Category=Hierarchy-Aware Models, Five-fold cross-validation=true2026.03 | 59.86 | 76.7 | |
| UMETop N Tailed Labels=N=322026.03 | 59.11 | — | |
| HiAGMModel Category=Hierarchy-Aware Models, Five-fold cross-validation=true2026.03 | 58.86 | 75.54 | |
| HTCInfoMaxModel Category=Hierarchy-Aware Models, Five-fold cross-validation=true2026.03 | 57.72 | 77.42 | |
| HiTINTop N Tailed Labels=N=322026.03 | 57.69 | — | |
| HILLTop N Tailed Labels=N=322026.03 | 57.63 | — | |
| HJCLTop N Tailed Labels=N=322026.03 | 56.59 | — | |
| HPTTop N Tailed Labels=N=322026.03 | 54.82 | — | |
| HGCLRTop N Tailed Labels=N=322026.03 | 54.76 | — | |
| UMETop N Tailed Labels=N=162026.03 | 53.49 | — | |
| HiTINTop N Tailed Labels=N=162026.03 | 51.9 | — | |
| HILLTop N Tailed Labels=N=162026.03 | 49.97 | — | |
| HJCLTop N Tailed Labels=N=162026.03 | 49.83 | — | |
| HGCLRTop N Tailed Labels=N=162026.03 | 45.47 | — | |
| HPTTop N Tailed Labels=N=162026.03 | 44.69 | — | |
| UMETop N Tailed Labels=N=82026.03 | 41.71 | — | |
| HILLTop N Tailed Labels=N=82026.03 | 40.46 | — | |
| HiTINTop N Tailed Labels=N=82026.03 | 38.95 | — | |
| HJCLTop N Tailed Labels=N=82026.03 | 37.6 | — | |
| HPTTop N Tailed Labels=N=82026.03 | 36.5 | — | |
| HGCLRTop N Tailed Labels=N=82026.03 | 28.35 | — |