Model Merging on Vision, Language, and Multi-modal tasks
8ParametersMultiple Models
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Multiple ModelsData Free=X, Slim Shared=-, Slim Experts=-2026.05 | 8 | — | |
| WEMoEData Free=×, Slim Shared=✓, Slim Experts=×2026.05 | 6.27 | — | |
| EMR-MergingData Free=✓, Slim Shared=×, Slim Experts=✓2026.05 | 4 | — | |
| SMILEData Free=×, Slim Shared=✓, Slim Experts=×2026.05 | 3.07 | — | |
| TALL-MaskData Free=✓, Slim Shared=×, Slim Experts=✓2026.05 | 2.5 | — | |
| Twin-MergingData Free=✓, Slim Shared=×, Slim Experts=✓2026.05 | 2.25 | — | |
| Free-MergingData Free=✓, Slim Shared=×, Slim Experts=✓2026.05 | 2.16 | — | |
| TSV-CData Free=✓, Slim Shared=✓, Slim Experts=×2026.05 | 2.08 | — | |
| DiDi-MergingData Free=✓, Slim Shared=✓, Slim Experts=✓2026.05 | 1.24 | — | |
| Traditional MTLData Free=×, Slim Shared=-, Slim Experts=-2026.05 | 1 | — | |
| Static MergingData Free=✓, Slim Shared=-, Slim Experts=-2026.05 | 1 | — |