Overall Multimodal Performance on LLaVA 665K Evaluation Suite
100.3Relative ScoreMAGIC
Evaluation Results
| Method | Links | |
|---|---|---|
| MAGICTraining Data Fraction=20%2026.05 | 100.3 | |
| FullTraining Data Fraction=100%2026.05 | 100 | |
| ICONSTraining Data Fraction=20%2026.05 | 98.4 | |
| COIDOTraining Data Fraction=20%2026.05 | 98.2 | |
| COINCIDETraining Data Fraction=20%2026.05 | 97.4 | |
| RandomTraining Data Fraction=20%2026.05 | 95.8 | |
| D2-PruningTraining Data Fraction=20%2026.05 | 94.8 | |
| Self-SepTraining Data Fraction=20%2026.05 | 93.4 | |
| RDSTraining Data Fraction=20%2026.05 | 93.2 | |
| SemDeDupTraining Data Fraction=20%2026.05 | 92.6 | |
| PerplexityTraining Data Fraction=20%2026.05 | 91.6 | |
| CLIP-ScoreTraining Data Fraction=20%2026.05 | 91.2 | |
| Self-FilterTraining Data Fraction=20%2026.05 | 90.5 | |
| EL2NTraining Data Fraction=20%2026.05 | 89.8 | |
| DataTailorTraining Data Fraction=20%2026.05 | 85.9 |