Single-task capability preservation on FLUX.1 (dev)
0.7443DINO ScoreUpper Bound
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Upper BoundK=32026.06 | 0.7443 | 0.8452 | — | |
| Upper BoundK=52026.06 | 0.7443 | 0.8452 | — | |
| Upper BoundK=72026.06 | 0.7443 | 0.8452 | — | |
| Upper BoundK=92026.06 | 0.7443 | 0.8452 | — | |
| SSRK=32026.06 | 0.7342 | 0.8144 | — | |
| RobustMergeK=32026.06 | 0.722 | 0.771 | — | |
| DAREK=32026.06 | 0.7171 | 0.7574 | — | |
| SSRK=52026.06 | 0.7059 | 0.7951 | — | |
| IterISK=32026.06 | 0.703 | 0.78 | — | |
| SSRK=72026.06 | 0.6868 | 0.7798 | — | |
| IterISK=52026.06 | 0.672 | 0.766 | — | |
| SSRK=92026.06 | 0.6713 | 0.785 | — | |
| RobustMergeK=52026.06 | 0.667 | 0.755 | — | |
| DAREK=52026.06 | 0.6584 | 0.7002 | — | |
| IterISK=72026.06 | 0.642 | 0.758 | — | |
| TIESK=32026.06 | 0.6264 | 0.7117 | — | |
| IterISK=92026.06 | 0.624 | 0.752 | — | |
| DAREK=72026.06 | 0.6087 | 0.7464 | — | |
| RobustMergeK=72026.06 | 0.591 | 0.748 | — | |
| DAREK=92026.06 | 0.5837 | 0.7376 | — | |
| Task ArithmeticK=32026.06 | 0.5814 | 0.7395 | — | |
| RobustMergeK=92026.06 | 0.548 | 0.733 | — | |
| Task ArithmeticK=92026.06 | 0.5356 | 0.6831 | — | |
| Task ArithmeticK=72026.06 | 0.5165 | 0.6546 | — | |
| TIESK=72026.06 | 0.5095 | 0.6986 | — | |
| TIESK=52026.06 | 0.5058 | 0.6953 | — | |
| Task ArithmeticK=52026.06 | 0.4935 | 0.7188 | — | |
| TIESK=92026.06 | 0.4723 | 0.6839 | — | |
| AverageK=32026.06 | 0.4374 | 0.74 | — | |
| AverageK=72026.06 | 0.3973 | 0.7095 | — | |
| AverageK=52026.06 | 0.3808 | 0.6944 | — | |
| AverageK=92026.06 | 0.3739 | 0.7103 | — |