Data Selection on QWEN3-4B
1Wall-clock TimeRANDOM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RANDOMHardware=one 8× GPU node2026.05 | 1 | 0.01 | |
| TOKEN-LENGTHHardware=one 8× GPU node2026.05 | 5 | 46.3 | |
| PPL-TOPHardware=one 8× GPU node2026.05 | 5 | 47.6 | |
| PPL-MIDDLEHardware=one 8× GPU node2026.05 | 5 | 47.6 | |
| IFDHardware=one 8× GPU node2026.05 | 6 | 49.6 | |
| DEPOHardware=one 8× GPU node2026.05 | 6 | 49.6 | |
| IRDSHardware=one 8× GPU node2026.05 | 7 | 56 | |
| LIMRHardware=one 8× GPU node2026.05 | 70 | 567.5 |