Continual Concept Customization on CIFC
83.9C1 IAFLLP
Evaluation Results
| Method | Links | ||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FLLP2026.01 | 83.9 | 75.7 | 87 | 82.3 | 85.8 | 72.7 | 83.5 | 82.7 | 87.6 | 76.9 | 72.2 | 72.1 | 84.2 | 72.5 | 58.8 | 77.5 | 80.2 | 77.3 | 76.4 | 71.6 | 80 | 76.1 | |
| CIDM2026.01 | 83.6 | 75.3 | 86.4 | 78.1 | 82.9 | 74 | 80.8 | 81.1 | 86.5 | 78.2 | 69.5 | 70.1 | 73.7 | 74.7 | 56.9 | 74.3 | 82.4 | 73.5 | 75.9 | 70.2 | 78 | 74.8 | |
| CLoRA2026.01 | 83.2 | 69.4 | 83.4 | 78 | 81.1 | 74.1 | 80.6 | 78.8 | 84.9 | 76.4 | 66.3 | 69.6 | 76.2 | 76.7 | 58.1 | 73.9 | 83 | 69 | 72.1 | 71.8 | 76.9 | 73.6 | |
| LWF2026.01 | 80.4 | 70.8 | 79.7 | 75.2 | 80.9 | 71 | 77.4 | 77.4 | 80.9 | 76 | 61.8 | 71.7 | 73.2 | 76.3 | 53.5 | 72.9 | 78.1 | 72.5 | 74.7 | 70 | 74.1 | 73.4 | |
| EWC2026.01 | 78.7 | 67.1 | 83.8 | 77.5 | 80.4 | 72.7 | 80.3 | 77.9 | 80.7 | 76.7 | 64 | 72.3 | 76.5 | 74.2 | 57.1 | 72 | 84.4 | 66 | 73.1 | 70.4 | 75.9 | 72.7 | |
| L2DM2026.01 | 78.7 | 68.6 | 86.3 | 79.5 | 76.6 | 70.1 | 80.7 | 73 | 86.8 | 76.7 | 70.8 | 67.7 | 70 | 75.9 | 59.3 | 74.1 | 77.7 | 71.8 | 74.1 | 69.4 | 76.1 | 72.7 | |
| Finetuning2026.01 | 77.6 | 64.4 | 82.2 | 74.6 | 79 | 69.4 | 77.6 | 68.6 | 79.6 | 75 | 62.9 | 70 | 71.5 | 76.7 | 53.7 | 69.2 | 81.4 | 65.4 | 72.1 | 67.2 | 73.7 | 70 | |
| TI2026.01 | 64.9 | 71.8 | 56.8 | 59.6 | 64.3 | 70.2 | 63.1 | 73.1 | 61.4 | 66.1 | 58.3 | 58.2 | 65.7 | 66.1 | 57 | 57.4 | 58.7 | 69.7 | 64.2 | 68.8 | 61.4 | 66.1 |