Generalization Assessment on Aggregate Unseen Tasks
101.7Relative Performance (%)MAGIC
Evaluation Results
| Method | Links | |
|---|---|---|
| MAGICTraining Budget=20%, Backbone=LLaVA-1.5-13B2026.05 | 101.7 | |
| ICONSTraining Budget=20%, Backbone=LLaVA-1.5-13B2026.05 | 101.6 | |
| Full-FinetuneTraining Budget=100%, Backbone=LLaVA-1.5-13B2026.05 | 100 | |
| EL2NTraining Budget=20%, Backbone=LLaVA-1.5-13B2026.05 | 97.8 | |
| SemDeDupTraining Budget=20%, Backbone=LLaVA-1.5-13B2026.05 | 97.8 | |
| COINCIDETraining Budget=20%, Backbone=LLaVA-1.5-13B2026.05 | 97.2 | |
| PerplexityTraining Budget=20%, Backbone=LLaVA-1.5-13B2026.05 | 97 | |
| D2-PruningTraining Budget=20%, Backbone=LLaVA-1.5-13B2026.05 | 96.7 | |
| RDSTraining Budget=20%, Backbone=LLaVA-1.5-13B2026.05 | 95.6 | |
| Self-SupTraining Budget=20%, Backbone=LLaVA-1.5-13B2026.05 | 95 | |
| Self-FilterTraining Budget=20%, Backbone=LLaVA-1.5-13B2026.05 | 94 | |
| CLIP-ScoreTraining Budget=20%, Backbone=LLaVA-1.5-13B2026.05 | 93.9 | |
| RandomTraining Budget=20%, Backbone=LLaVA-1.5-13B2026.05 | 91.8 |