Visual Instruction Tuning on LLaVA Evaluation Suite v1.5
59.7MMBenchMoLE
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| MoLEDataset=All, Backbone=LLaVA-v1.5-7B2025.11 | 59.7 | 31.9 | 66.05 | 52.78 | 31.42 | 18.3 | 43.35 | |
| EffiLoRADataset=All, Backbone=LLaVA-v1.5-7B2025.11 | 58.1 | 34.4 | 68.01 | 52.82 | 32.08 | 19.6 | 44.18 | |
| HydraLoRADataset=All, Backbone=LLaVA-v1.5-7B2025.11 | 56.7 | 35.7 | 62.89 | 52.78 | 31.67 | 19.1 | 43.14 | |
| LoRADataset=General, Backbone=LLaVA-v1.5-7B2025.11 | 55.9 | 35 | 66.38 | — | — | — | — | |
| LoRADataset=All, Backbone=LLaVA-v1.5-7B2025.11 | 51.4 | 32.9 | 48.52 | 48.83 | 30.71 | 17.7 | 38.34 | |
| LoRADataset=Doc, Backbone=LLaVA-v1.5-7B2025.11 | — | — | — | 50.26 | 31.59 | — | — | |
| LoRADataset=Math, Backbone=LLaVA-v1.5-7B2025.11 | — | — | — | — | — | 16.8 | — |