Extreme Classification on LF-AmazonTitles 1.3M
50.67P@1DECAF
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DECAFPrediction Time (ms)=0.162021.07 | 50.67 | 22.07 | 29.3 | 40.35 | 31.29 | |
| ECLAREPrediction Time (ms)=0.322021.07 | 50.14 | 23.43 | 30.56 | 40 | 32.02 | |
| AstecPrediction Time (ms)=2.612021.07 | 48.82 | 21.47 | 27.86 | 38.44 | 29.7 | |
| DEXASetting=Generalized2026.06 | 48.19 | — | — | — | 30.89 | |
| BonsaiPrediction Time (ms)=39.032021.07 | 47.87 | 18.48 | 25.95 | 38.34 | 29.66 | |
| AnneXMLPrediction Time (ms)=0.122021.07 | 47.79 | 15.42 | 21.91 | 36.91 | 26.79 | |
| NGAME+IRENESetting=Generalized2026.06 | 47.77 | — | — | — | 31.49 | |
| ParabelPrediction Time (ms)=0.892021.07 | 46.79 | 16.94 | 24.13 | 37.65 | 28.43 | |
| NGAMESetting=Generalized2026.06 | 45.14 | — | — | — | 30.25 | |
| AttentionXMLPrediction Time (ms)=29.532021.07 | 45.04 | 15.97 | 22.54 | 36.25 | 26.26 | |
| DPR+IRENESetting=Generalized2026.06 | 43.08 | — | — | — | 29.25 | |
| Zest-XMLSetting=Generalized2026.06 | 41.36 | — | — | — | 22.87 | |
| XTPrediction Time (ms)=5.942021.07 | 40.6 | 13.67 | 19.06 | 32.01 | 22.51 | |
| DPRSetting=Generalized2026.06 | 38.18 | — | — | — | 26.93 | |
| ANCE+IRENESetting=Generalized2026.06 | 36.78 | — | — | — | 22.34 | |
| MACHPrediction Time (ms)=2.092021.07 | 35.68 | 9.32 | 13.26 | 28.35 | 19.08 | |
| SlicePrediction Time (ms)=1.452021.07 | 34.8 | 13.96 | 19.14 | 27.71 | 20.21 | |
| NGAME+IRENESetting=Zero-Shot2026.06 | 31.56 | — | — | — | 38.83 | |
| MACLR+IRENESetting=Generalized2026.06 | 31.49 | — | — | — | 18.85 | |
| DPRSetting=Zero-Shot2026.06 | 31.1 | — | — | — | 40.98 | |
| DPR+IRENESetting=Zero-Shot2026.06 | 30.49 | — | — | — | 40.31 | |
| NGAMESetting=Zero-Shot2026.06 | 30.42 | — | — | — | 36.44 | |
| DEXASetting=Zero-Shot2026.06 | 28.83 | — | — | — | 35.19 | |
| ANCESetting=Generalized2026.06 | 27.65 | — | — | — | 17.31 | |
| MACLRSetting=Generalized2026.06 | 27.5 | — | — | — | 15.99 | |
| SemSup-XCSetting=Generalized2026.06 | 25.13 | — | — | — | 15.21 | |
| ANCE+IRENESetting=Zero-Shot2026.06 | 22.75 | — | — | — | 32.72 | |
| ANCESetting=Zero-Shot2026.06 | 22.38 | — | — | — | 30.72 | |
| MACLRSetting=Zero-Shot2026.06 | 21.93 | — | — | — | 28.59 | |
| MACLR+IRENESetting=Zero-Shot2026.06 | 21.56 | — | — | — | 28.77 | |
| TF-IDFSetting=Generalized2026.06 | 16.33 | — | — | — | 20.4 | |
| SemSup-XCSetting=Zero-Shot2026.06 | 11.28 | — | — | — | 11.68 | |
| TF-IDFSetting=Zero-Shot2026.06 | 8.12 | — | — | — | 24.15 | |
| Zest-XMLSetting=Zero-Shot2026.06 | 5.42 | — | — | — | 5.58 |