Vision-Language Understanding on Naturalbench
13.2General ScoreSemDeDup
Evaluation Results
| Method | Links | |
|---|---|---|
| SemDeDupTraining Budget=20%, Backbone=LLaVA-1.5-13B2026.05 | 13.2 | |
| MAGICTraining Budget=20%, Backbone=LLaVA-1.5-13B2026.05 | 13.2 | |
| ICONSTraining Budget=20%, Backbone=LLaVA-1.5-13B2026.05 | 12.8 | |
| EL2NTraining Budget=20%, Backbone=LLaVA-1.5-13B2026.05 | 12.5 | |
| Full-FinetuneTraining Budget=100%, Backbone=LLaVA-1.5-13B2026.05 | 12.4 | |
| COINCIDETraining Budget=20%, Backbone=LLaVA-1.5-13B2026.05 | 12.1 | |
| RDSTraining Budget=20%, Backbone=LLaVA-1.5-13B2026.05 | 12 | |
| Self-SupTraining Budget=20%, Backbone=LLaVA-1.5-13B2026.05 | 11.8 | |
| CLIP-ScoreTraining Budget=20%, Backbone=LLaVA-1.5-13B2026.05 | 11.6 | |
| Self-FilterTraining Budget=20%, Backbone=LLaVA-1.5-13B2026.05 | 11.5 | |
| PerplexityTraining Budget=20%, Backbone=LLaVA-1.5-13B2026.05 | 11.4 | |
| D2-PruningTraining Budget=20%, Backbone=LLaVA-1.5-13B2026.05 | 11.3 | |
| RandomTraining Budget=20%, Backbone=LLaVA-1.5-13B2026.05 | 11.1 |