Vision Language Model Routing on MMMU
54.35Utility (OpenAI)MLP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MLProuting=selection based2025.05 | 54.35 | 52.24 | |
| Attnk=10, routing=selection based2025.05 | 54.22 | 51.53 | |
| kNNk=10, routing=selection based2025.05 | 52.08 | 49.53 | |
| D-Attnk=100, routing=selection based2025.05 | 49.1 | 50.04 | |
| D-Attnk=10, routing=selection based2025.05 | 47.71 | 51.27 | |
| Linear (MF)matrix factorization=true, routing=selection based2025.05 | 46.73 | 50.4 | |
| kNNk=100, routing=selection based2025.05 | 46.35 | 49.28 | |
| Linearrouting=selection based2025.05 | 46.35 | 49.28 | |
| MLP (MF)matrix factorization=true, routing=selection based2025.05 | 46.35 | 49.28 | |
| Graphk=10, routing=selection based2025.05 | 46.22 | 49.12 | |
| Attnk=100, routing=selection based2025.05 | 46.12 | 49.52 | |
| Graphk=100, routing=selection based2025.05 | 45.74 | 51.84 |