Extreme Multi-label Classification on Wiki10-31K
19.02PSP@1PfastreXML
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| PfastreXMLFeature type=Baseline/tf-idf2022.10 | 19.02 | — | — | — | 18.34 | 18.43 | — | |
| ProXMLFeature type=Baseline/tf-idf2022.10 | 17.17 | — | — | — | 16.07 | 16.38 | — | |
| AttentionXMLModel setting=Single Model, Feature type=DNN2022.10 | 16.2 | — | — | — | 17.05 | 17.93 | — | |
| AttentionXML2021.06 | 15.57 | 87.47 | 78.48 | 69.37 | 16.8 | 17.82 | — | |
| AttentionXML*Model setting=Ensemble Model, Feature type=DNN2022.10 | 15.57 | — | — | — | 16.8 | 17.82 | — | |
| Label DisentanglementBase Model=X-Transformer2021.06 | 15.23 | 88.85 | 79.52 | 70.67 | 16.81 | 18.42 | — | |
| X-Transformer2021.06 | 15.12 | 88.26 | 78.51 | 69.68 | 16.52 | 17.99 | — | |
| CascadeXML*Model setting=Ensemble Model, Feature type=DNN2022.10 | 13.36 | — | — | — | 15.06 | 16.56 | — | |
| CascadeXML*Model setting=Ensemble Model, Feature type=DNN tf-idf2022.10 | 13.32 | — | — | — | 15.35 | 17.45 | — | |
| CascadeXMLModel setting=Single Model, Feature type=DNN2022.10 | 13.22 | — | — | — | 14.7 | 16.1 | — | |
| XR-Transformer*Model setting=Ensemble Model, Feature type=DNN tf-idf2022.10 | 12.25 | — | — | — | 15 | 16.75 | — | |
| XR-TransformerModel setting=Single Model, Feature type=DNN2022.10 | 12.16 | — | — | — | 14.86 | 16.4 | — | |
| AnnexML2021.06 | 11.86 | 86.46 | 74.28 | 64.2 | 12.75 | 13.57 | — | |
| Bonsai2021.06 | 11.85 | 84.52 | 73.76 | 64.69 | 13.44 | 14.75 | — | |
| BonsaiFeature type=Baseline/tf-idf2022.10 | 11.85 | — | — | — | 13.44 | 14.75 | — | |
| Parabel2021.06 | 11.69 | 84.19 | 72.46 | 63.37 | 12.47 | 13.14 | — | |
| ParabelFeature type=Baseline/tf-idf2022.10 | 11.69 | — | — | — | 12.47 | 13.14 | — | |
| DISMEC2021.06 | 10.6 | 84.13 | 74.72 | 65.94 | 12.37 | 13.61 | — | |
| DISMECFeature type=Baseline/tf-idf2022.10 | 10.6 | — | — | — | 12.37 | 13.61 | — | |
| XML-CNN2021.06 | 9.39 | 81.41 | 66.23 | 56.11 | 10 | 10.2 | — | |
| XML-CNNModel setting=Single Model, Feature type=DNN2022.10 | 9.39 | — | — | — | 10 | 10.2 | — | |
| AttentionXMLnumber of ensemble models=32021.10 | — | — | — | — | — | — | 1.5 | |
| ATTENTIONXMLM_tr (GiB)=8.22024.11 | — | 87.1 | 77.8 | 68.8 | — | — | — | |
| CASCADEXMLM_tr (GiB)=8.22024.11 | — | 88.4 | 78.3 | 68.9 | — | — | — | |
| DENSEM_tr (GiB)=2.52024.11 | — | 87.8 | 77.2 | 68.1 | — | — | — | |
| DENSE BNM_tr (GiB)=2.12024.11 | — | 86.7 | 76.3 | 66 | — | — | — | |
| eXtremeText2021.06 | — | 83.66 | 73.28 | 64.51 | — | — | — | |
| LightXMLnumber of ensemble models=32021.10 | — | — | — | — | — | — | 26.9 | |
| LIGHTXMLM_tr (GiB)=16.52024.11 | — | 87.8 | 77.3 | 68 | — | — | — | |
| RIGLSparsity (%)=92, M_tr (GiB)=2.62024.11 | — | 87.7 | 77.3 | 67.7 | — | — | — | |
| SPARTEXSparsity (%)=92, M_tr (GiB)=2.12024.11 | — | 88.6 | 77.7 | 67.4 | — | — | — | |
| X-Transformernumber of ensemble models=92021.10 | — | — | — | — | — | — | 14.1 | |
| XR-LINEAR2021.06 | — | 85.13 | 74.96 | 66.05 | — | — | — | |
| XR-Transformernumber of ensemble models=32021.10 | — | — | — | — | — | — | 1.5 |