General Vision-Language Understanding on LLaVA-OneVision
66.82ScoreCKA
Evaluation Results
| Method | Links | |
|---|---|---|
| CKAPruning Budget=10%2026.03 | 66.82 | |
| Ours-MathPruning Budget=10%2026.03 | 66.16 | |
| Ours-MixedPruning Budget=10%2026.03 | 66.02 | |
| Ours-NonMathPruning Budget=10%2026.03 | 64.62 | |
| RandomPruning Budget=10%2026.03 | 64.56 | |
| InterlacePruning Budget=10%2026.03 | 63.14 | |
| Ours-MathPruning Budget=25%2026.03 | 61.78 | |
| Ours-NonMathPruning Budget=25%2026.03 | 61.32 | |
| Ours-MixedPruning Budget=25%2026.03 | 60.78 | |
| Ours-NonMathBudget=10%, Model=Qwen3-VL-2B2026.03 | 60.76 | |
| Ours-MixedBudget=10%, Model=Qwen3-VL-2B2026.03 | 60.76 | |
| Ours-MathBudget=10%, Model=Qwen3-VL-2B2026.03 | 60.74 | |
| InterlaceBudget=10%, Model=Qwen3-VL-2B2026.03 | 57.7 | |
| InterlacePruning Budget=25%2026.03 | 55.2 | |
| RandomBudget=10%, Model=Qwen3-VL-2B2026.03 | 54.38 | |
| InterlacePruning Budget=40%2026.03 | 54.26 | |
| Ours-NonMathPruning Budget=40%2026.03 | 54 | |
| Ours-MathPruning Budget=40%2026.03 | 53.88 | |
| CKABudget=10%, Model=Qwen3-VL-2B2026.03 | 53.84 | |
| CKAPruning Budget=25%2026.03 | 51.86 | |
| RandomPruning Budget=25%2026.03 | 51.76 | |
| Ours-MixedPruning Budget=40%2026.03 | 50.72 | |
| Ours-MathBudget=25%, Model=Qwen3-VL-2B2026.03 | 50.62 | |
| Ours-MixedBudget=25%, Model=Qwen3-VL-2B2026.03 | 50.56 | |
| Ours-NonMathBudget=25%, Model=Qwen3-VL-2B2026.03 | 50.52 | |
| RandomBudget=25%, Model=Qwen3-VL-2B2026.03 | 46.8 | |
| RandomPruning Budget=40%2026.03 | 46.64 | |
| CKABudget=25%, Model=Qwen3-VL-2B2026.03 | 43.7 | |
| Ours-NonMathBudget=40%, Model=Qwen3-VL-2B2026.03 | 43.22 | |
| InterlaceBudget=25%, Model=Qwen3-VL-2B2026.03 | 42.47 | |
| InterlaceBudget=40%, Model=Qwen3-VL-2B2026.03 | 40.94 | |
| CKAPruning Budget=40%2026.03 | 40.72 | |
| Ours-MixedBudget=40%, Model=Qwen3-VL-2B2026.03 | 40.38 | |
| Ours-MathBudget=40%, Model=Qwen3-VL-2B2026.03 | 37.32 | |
| CKABudget=40%, Model=Qwen3-VL-2B2026.03 | 34.58 | |
| RandomBudget=40%, Model=Qwen3-VL-2B2026.03 | 32.64 |