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ResearchFormerly WizWand

Hierarchical Text Classification on AAPD

63.46Macro-F1UME
26.945636.425345.90555.3847Mar 16, 2026
Updated 7mo ago

Evaluation results

MethodLinks
UMEModel Category=Pretrained Language Models, Five-fold cross-validation=true2026.0363.4679.21
HJCLModel Category=Pretrained Language Models, Five-fold cross-validation=true2026.0363.2578.55
HILLModel Category=Pretrained Language Models, Five-fold cross-validation=true2026.0363.2479.02
HiTINModel Category=Pretrained Language Models, Five-fold cross-validation=true2026.0363.2278.6
HALBModel Category=Pretrained Language Models, Five-fold cross-validation=true2026.0363.178.1
HiGenModel Category=Pretrained Language Models, Five-fold cross-validation=true2026.0363.0978.71
HPTModel Category=Pretrained Language Models, Five-fold cross-validation=true2026.0362.9477.83
HGCLRModel Category=Pretrained Language Models, Five-fold cross-validation=true2026.0362.7578.9
HiAdvModel Category=Pretrained Language Models, Five-fold cross-validation=true2026.0362.5278.94
T5-InterMRCModel Category=Pretrained Language Models, Five-fold cross-validation=true2026.0361.7877.22
T5Model Category=Pretrained Language Models, Five-fold cross-validation=true2026.0361.174.99
RoBERTaModel Category=Pretrained Language Models, Five-fold cross-validation=true2026.0360.3175.08
HiMatchModel Category=Hierarchy-Aware Models, Five-fold cross-validation=true2026.0359.8676.7
UMETop N Tailed Labels=N=322026.0359.11—
HiAGMModel Category=Hierarchy-Aware Models, Five-fold cross-validation=true2026.0358.8675.54
HTCInfoMaxModel Category=Hierarchy-Aware Models, Five-fold cross-validation=true2026.0357.7277.42
HiTINTop N Tailed Labels=N=322026.0357.69—
HILLTop N Tailed Labels=N=322026.0357.63—
HJCLTop N Tailed Labels=N=322026.0356.59—
HPTTop N Tailed Labels=N=322026.0354.82—
HGCLRTop N Tailed Labels=N=322026.0354.76—
UMETop N Tailed Labels=N=162026.0353.49—
HiTINTop N Tailed Labels=N=162026.0351.9—
HILLTop N Tailed Labels=N=162026.0349.97—
HJCLTop N Tailed Labels=N=162026.0349.83—
HGCLRTop N Tailed Labels=N=162026.0345.47—
HPTTop N Tailed Labels=N=162026.0344.69—
UMETop N Tailed Labels=N=82026.0341.71—
HILLTop N Tailed Labels=N=82026.0340.46—
HiTINTop N Tailed Labels=N=82026.0338.95—
HJCLTop N Tailed Labels=N=82026.0337.6—
HPTTop N Tailed Labels=N=82026.0336.5—
HGCLRTop N Tailed Labels=N=82026.0328.35—