Extreme Multi-label Classification on AmazonCat-13K
69.52PSP@1PfastreXML
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| PfastreXMLFeature type=Baseline/tf-idf2022.10 | 69.52 | — | — | — | 73.22 | 75.48 | |
| ProXMLFeature type=Baseline/tf-idf2022.10 | 61.92 | — | — | — | 66.93 | 68.36 | |
| AttentionXML2021.06 | 53.76 | 95.92 | 82.41 | 67.31 | 68.72 | 76.38 | |
| AttentionXML*Model setting=Ensemble Model, Feature type=DNN2022.10 | 53.76 | — | — | — | 68.72 | 76.38 | |
| AttentionXMLModel setting=Single Model, Feature type=DNN2022.10 | 53.52 | — | — | — | 68.73 | 76.26 | |
| CascadeXML*Model setting=Ensemble Model, Feature type=DNN2022.10 | 52.68 | — | — | — | 68.5 | 77.52 | |
| XML-CNN2021.06 | 52.42 | 93.26 | 77.06 | 61.4 | 62.83 | 67.1 | |
| XML-CNNModel setting=Single Model, Feature type=DNN2022.10 | 52.42 | — | — | — | 62.83 | 67.1 | |
| CascadeXMLModel setting=Single Model, Feature type=DNN2022.10 | 52.08 | — | — | — | 67.46 | 76.19 | |
| DISMEC2021.06 | 51.41 | 93.81 | 79.08 | 64.06 | 61.02 | 65.86 | |
| DISMECFeature type=Baseline/tf-idf2022.10 | 51.41 | — | — | — | 61.02 | 65.86 | |
| CascadeXML*Model setting=Ensemble Model, Feature type=DNN tf-idf2022.10 | 51.39 | — | — | — | 66.81 | 77.58 | |
| Bonsai2021.06 | 51.3 | 92.98 | 79.13 | 64.46 | 64.6 | 72.48 | |
| BonsaiFeature type=Baseline/tf-idf2022.10 | 51.3 | — | — | — | 64.6 | 72.48 | |
| AnnexML2021.06 | 51.02 | 93.54 | 78.36 | 63.3 | 65.57 | 70.13 | |
| Parabel2021.06 | 50.92 | 93.02 | 79.14 | 64.51 | 64 | 72.1 | |
| ParabelFeature type=Baseline/tf-idf2022.10 | 50.92 | — | — | — | 64 | 72.1 | |
| XR-Transformer*Model setting=Ensemble Model, Feature type=DNN tf-idf2022.10 | 50.72 | — | — | — | 65.66 | 75.95 | |
| XR-TransformerModel setting=Single Model, Feature type=DNN2022.10 | 50.51 | — | — | — | 64.92 | 74.63 | |
| Label DisentanglementBase Model=X-Transformer2021.06 | 50.46 | 96.48 | 83.55 | 68.36 | 66.76 | 77.01 | |
| X-Transformer2021.06 | 50.36 | 96.48 | 83.41 | 68.19 | 66.32 | 76.45 | |
| eXtremeText2021.06 | — | 92.5 | 78.12 | 63.51 | — | — | |
| XR-LINEAR2021.06 | — | 94.54 | 79.87 | 64.67 | — | — |