Science Question Answering on ScienceQA IMG (EM)
69.5EMOriginal*
Evaluation results
| Method | Links | |
|---|---|---|
| Original*Backbone=LLaVA-1.5-7B, Visual Token #=576, TFLOPs (ratio %)=2.23 (100)2026.03 | 69.5 | |
| ReDiPruneBackbone=LLaVA-1.5-7B, Visual Token #=58, TFLOPs (ratio %)=0.53 (16.29)2026.03 | 69.11 | |
| DART*Backbone=LLaVA-1.5-7B, Visual Token #=58, TFLOPs (ratio %)=0.53 (16.13)2026.03 | 68.96 | |
| CDPruner*Backbone=LLaVA-1.5-7B, Visual Token #=58, TFLOPs (ratio %)=0.53 (16.13)2026.03 | 68.52 | |
| DivPrune*Backbone=LLaVA-1.5-7B, Visual Token #=58, TFLOPs (ratio %)=0.54 (16.42)2026.03 | 68.32 | |
| TRIM**Backbone=LLaVA-1.5-7B, Visual Token #=58, TFLOPs (ratio %)=0.53 (16.13)2026.03 | 68.17 | |
| PruMerge*Backbone=LLaVA-1.5-7B, Visual Token #=58, TFLOPs (ratio %)=0.53 (16.13)2026.03 | 67.82 | |
| PruMerge+*Backbone=LLaVA-1.5-7B, Visual Token #=230, TFLOPs (ratio %)=1.41 (43.53)2026.03 | 67.72 | |
| TRIM*Backbone=LLaVA-1.5-7B, Visual Token #=58, TFLOPs (ratio %)=0.53 (16.13)2026.03 | 67.65 |