Extreme Multi-label Classification on LF-Wikipedia-500K-10
0.8186Precision@1NGAME
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| NGAMESetting=Generalized2026.06 | 0.8186 | 0.6958 | |
| NGAME+IRENESetting=Generalized2026.06 | 0.7899 | 0.6927 | |
| ANCE+IRENESetting=Generalized2026.06 | 0.7139 | 0.6346 | |
| MACLR+IRENESetting=Generalized2026.06 | 0.7052 | 0.6282 | |
| DPR+IRENESetting=Generalized2026.06 | 0.7039 | 0.6671 | |
| DEXASetting=Generalized2026.06 | 0.6798 | 0.6586 | |
| Zest-XMLSetting=Generalized2026.06 | 0.6016 | 0.4515 | |
| SemSup-XCSetting=Generalized2026.06 | 0.542 | 0.3808 | |
| DPRSetting=Generalized2026.06 | 0.5154 | 0.6184 | |
| NGAMESetting=Zero-Shot2026.06 | 0.4696 | 0.6527 | |
| SemSup-XCSetting=Zero-Shot2026.06 | 0.466 | 0.5708 | |
| MACLRSetting=Generalized2026.06 | 0.4659 | 0.4662 | |
| NGAME+IRENESetting=Zero-Shot2026.06 | 0.4491 | 0.6779 | |
| MACLR+IRENESetting=Zero-Shot2026.06 | 0.4464 | 0.7305 | |
| ANCESetting=Generalized2026.06 | 0.4291 | 0.4339 | |
| DPRSetting=Zero-Shot2026.06 | 0.429 | 0.712 | |
| DEXASetting=Zero-Shot2026.06 | 0.4276 | 0.6737 | |
| DPR+IRENESetting=Zero-Shot2026.06 | 0.4219 | 0.705 | |
| ANCE+IRENESetting=Zero-Shot2026.06 | 0.4159 | 0.7159 | |
| MACLRSetting=Zero-Shot2026.06 | 0.3956 | 0.6853 | |
| ANCESetting=Zero-Shot2026.06 | 0.3067 | 0.5891 | |
| TF-IDFSetting=Generalized2026.06 | 0.1507 | 0.1479 | |
| TF-IDFSetting=Zero-Shot2026.06 | 0.1153 | 0.2389 | |
| Zest-XMLSetting=Zero-Shot2026.06 | 0.0262 | 0.1473 |