Reasoning and Generation on DriveLM (test)
81AccuracyVanilla
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| VanillaToken Retention Rate=Full Tokens2026.04 | 81 | 65.44 | 61 | 74 | 29 | 33.9 | 59.1 | |
| ST-PruneToken Retention Rate=Remain 25% Tokens2026.04 | 81 | 64.48 | 62 | 75 | 20 | 34.9 | 58.8 | |
| Prune2DriveToken Retention Rate=Remain 25% Tokens2026.04 | 80 | 64.92 | 60 | 75 | 20 | 34 | 58.3 | |
| Prune2DriveToken Retention Rate=Remain 10% Tokens2026.04 | 78 | 64.52 | 56 | 74 | 16 | 33.4 | 57.4 | |
| ST-PruneToken Retention Rate=Remain 10% Tokens2026.04 | 78 | 64.72 | 61 | 74 | 23 | 33.6 | 57.9 |