Extreme Multi-label Classification on LF-WikiHierarchy-550K-10
91.33Precision@1NGAME+IRENE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| NGAME+IRENESetting=Generalized2026.06 | 91.33 | 40.09 | |
| ANCE+IRENESetting=Generalized2026.06 | 90.72 | 39.74 | |
| SemSup-XCSetting=Generalized2026.06 | 90.51 | 28.37 | |
| DPR+IRENESetting=Generalized2026.06 | 89.52 | 39.84 | |
| MACLR+IRENESetting=Generalized2026.06 | 88.81 | 38.37 | |
| DEXASetting=Generalized2026.06 | 76.18 | 36.17 | |
| DPR+IRENESetting=Zero-Shot2026.06 | 69.65 | 80.01 | |
| MACLR+IRENESetting=Zero-Shot2026.06 | 69.45 | 81.43 | |
| NGAME+IRENESetting=Zero-Shot2026.06 | 69.29 | 80.4 | |
| Zest-XMLSetting=Generalized2026.06 | 68.86 | 22.13 | |
| ANCESetting=Generalized2026.06 | 68.76 | 25.89 | |
| ANCE+IRENESetting=Zero-Shot2026.06 | 66.54 | 82.1 | |
| NGAMESetting=Generalized2026.06 | 66.19 | 27.08 | |
| DPRSetting=Generalized2026.06 | 65.19 | 26.73 | |
| TF-IDFSetting=Generalized2026.06 | 64.5 | 10.88 | |
| MACLRSetting=Generalized2026.06 | 59.44 | 14.31 | |
| SemSup-XCSetting=Zero-Shot2026.06 | 57.45 | 46.81 | |
| DEXASetting=Zero-Shot2026.06 | 54.83 | 66.89 | |
| NGAMESetting=Zero-Shot2026.06 | 46.01 | 58.66 | |
| DPRSetting=Zero-Shot2026.06 | 44.84 | 59.29 | |
| ANCESetting=Zero-Shot2026.06 | 43.06 | 56.28 | |
| MACLRSetting=Zero-Shot2026.06 | 30.37 | 35.47 | |
| TF-IDFSetting=Zero-Shot2026.06 | 22.79 | 21.44 | |
| Zest-XMLSetting=Zero-Shot2026.06 | 13.97 | 17.48 |