Extreme Multi-label Classification on LF-Paper2Keywords 8.6M
47.5Precision@1HASTE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| HASTESparsity=92, Mtr (GiB)=12.5, E. Time (mm:ss)=35:032026.05 | 47.5 | 36.2 | 29.8 | |
| HASTENumerical precision=BF16, Mtr (GiB)=12.5, E. Time (mm:ss)=18:35, Sparsity=92%2026.05 | 47.5 | 36.2 | 29.8 | |
| ELMONumerical precision=BF16, Mtr (GiB)=18.8, E. Time (mm:ss)=33:16, Sparsity=92%2026.05 | 45.4 | 33.6 | 27.2 | |
| DENSESparsity=-, Mtr (GiB)=105.64, E. Time (mm:ss)=61:232026.05 | 43.6 | 32.13 | 26.06 | |
| ELMONumerical precision=FP8, Mtr (GiB)=9.0, E. Time (mm:ss)=36:42, Sparsity=92%2026.05 | 43.4 | 31.6 | 25.4 | |
| SPARTEXSparsity=92, Mtr (GiB)=18.36, E. Time (mm:ss)=141:352026.05 | 40.7 | 28.7 | 22.3 | |
| DENSE BNSparsity=-, Mtr (GiB)=13.24, E. Time (mm:ss)=31:252026.05 | 34.3 | 26.4 | 21.9 | |
| BLOCK SPARSESparsity=92, Mtr (GiB)=17.6, E. Time (mm:ss)=34:322026.05 | 22.8 | 17.2 | 13.7 |