Extreme Classification on LF-AmazonTitles-131K
46.1P@1RENEE (Dense)
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| RENEE (Dense)Mtr (GiB)=3.02024.11 | 46.1 | — | — | 22 | — | 30.8 | — | — | |
| RENEE2026.05 | 46.1 | — | — | 22 | — | 30.8 | — | 3 | |
| NGAMEMtr (GiB)=9.02024.11 | 46 | — | — | 21.5 | — | 30.3 | — | — | |
| HASTE2026.05 | 44.8 | — | — | 21.3 | — | 30 | — | 1.7 | |
| NGAME2026.05 | 44.7 | — | — | 21.2 | — | 29.9 | — | 9 | |
| SPARTEXSparsity (%)=83, Mtr (GiB)=2.22024.11 | 44.5 | — | — | 21.3 | — | 29.8 | — | — | |
| SPARTEX2026.05 | 44.5 | — | — | 21.3 | — | 29.8 | — | 2.2 | |
| RIGLSparsity (%)=83, Mtr (GiB)=3.22024.11 | 43 | — | — | 20.4 | — | 28.6 | — | — | |
| RIGL2026.05 | 43 | — | — | 20.4 | — | 28.6 | — | 3.2 | |
| DEXMLMtr (GiB)=30.22024.11 | 42.5 | — | — | 20.6 | — | — | — | — | |
| DEXML2026.05 | 42.5 | — | — | 20.6 | — | — | — | 30.2 | |
| SIAMESEXMLMtr (GiB)=7.12024.11 | 41.4 | — | — | 21.2 | — | 27.9 | — | — | |
| SIAMESEXML2026.05 | 41.4 | — | — | 21.2 | — | 27.9 | — | 7.1 | |
| ECLAREPrediction Time (ms)=0.12021.07 | 40.74 | 33.51 | 44.7 | 19.88 | 54.11 | — | — | — | |
| ECLAREMtr (GiB)=8.82024.11 | 40.7 | — | — | 19.9 | — | 27.5 | — | — | |
| ELIAS++Feature type=Sparse + Dense2022.10 | 40.13 | 31.05 | 42.88 | 19.54 | — | 27.11 | 37.57 | — | |
| DENSE BNMtr (GiB)=2.22024.11 | 39.2 | — | — | 18.2 | — | 25.7 | — | — | |
| Dense BN2026.05 | 39.2 | — | — | 18.2 | — | 25.7 | — | 2.2 | |
| ELIASFeature type=Dense embedding2022.10 | 39.14 | 30.01 | 41.07 | 19.08 | — | 26.4 | 36.09 | — | |
| LightXMLFeature type=Dense embedding2022.10 | 38.49 | 28.09 | 39.82 | 18.77 | — | 26.02 | 34.65 | — | |
| XR-TransformerFeature type=Sparse + Dense2022.10 | 38.42 | 29.14 | 39.66 | 18.34 | — | 25.66 | 34.98 | — | |
| DECAFPrediction Time (ms)=0.12021.07 | 38.4 | 30.85 | 41.42 | 18.65 | 51.2 | — | — | — | |
| AstecPrediction Time (ms)=2.342021.07 | 37.12 | 29.22 | 39.49 | 18.24 | 49.87 | — | — | — | |
| AstecFeature type=Dense embedding2022.10 | 37.12 | 29.22 | 39.49 | 18.24 | — | 25.2 | 34.64 | — | |
| LIGHTXMLMtr (GiB)=11.62024.11 | 35.6 | — | — | 17.5 | — | 24.2 | — | — | |
| DISMECPrediction Time (ms)=5.532021.07 | 35.14 | 25.86 | 36.97 | 17.24 | 46.84 | — | — | — | |
| DISMECFeature type=Sparse bag-of-word2022.10 | 35.14 | 25.86 | 36.97 | 17.24 | — | 23.88 | 32.11 | — | |
| BonsaiPrediction Time (ms)=7.492021.07 | 34.11 | 24.75 | 34.86 | 16.63 | 45.17 | — | — | — | |
| BonsaiFeature type=Sparse bag-of-word2022.10 | 34.11 | 24.75 | 34.86 | 16.63 | — | 23.06 | 30.35 | — | |
| MACHPrediction Time (ms)=0.232021.07 | 33.49 | 24.97 | 34.72 | 16.45 | 44.75 | — | — | — | |
| ParabelPrediction Time (ms)=0.692021.07 | 32.6 | 23.27 | 32.14 | 15.61 | 41.63 | — | — | — | |
| ParabelFeature type=Sparse bag-of-word2022.10 | 32.6 | 23.27 | 32.14 | 15.61 | — | 21.8 | 28.21 | — | |
| AttentionXMLFeature type=Dense embedding2022.10 | 32.55 | 23.97 | 32.57 | 15.64 | — | 21.7 | 28.6 | — | |
| AttentionXMLPrediction Time (ms)=5.192021.07 | 32.25 | 23.97 | 32.57 | 15.61 | 42.3 | — | — | — | |
| XTPrediction Time (ms)=9.122021.07 | 31.41 | 22.37 | 31.64 | 15.48 | 42.11 | — | — | — | |
| SlicePrediction Time (ms)=1.582021.07 | 30.43 | 23.08 | 31.89 | 14.84 | 41.16 | — | — | — | |
| SliceFeature type=Dense embedding2022.10 | 30.43 | 23.08 | 31.89 | 14.84 | — | 20.5 | 27.74 | — | |
| AnneXMLPrediction Time (ms)=0.112021.07 | 30.05 | 19.23 | 32.26 | 16.02 | 45.57 | — | — | — | |
| X-TransformerPrediction Time (ms)=15.352021.07 | 29.95 | 21.72 | 27.09 | 13.07 | 35.59 | — | — | — | |
| SiamesePrediction Time (ms)=0.22021.07 | 13.81 | 13.3 | 13.36 | 5.81 | 14.69 | — | — | — |