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ResearchFormerly WizWand

General Vision-Language Understanding on LLaVA-OneVision

66.82ScoreCKA
31.272840.501449.7358.9586Mar 17, 2026
Updated 7mo ago

Evaluation results

MethodLinks
CKAPruning Budget=10%2026.0366.82
Ours-MathPruning Budget=10%2026.0366.16
Ours-MixedPruning Budget=10%2026.0366.02
Ours-NonMathPruning Budget=10%2026.0364.62
RandomPruning Budget=10%2026.0364.56
InterlacePruning Budget=10%2026.0363.14
Ours-MathPruning Budget=25%2026.0361.78
Ours-NonMathPruning Budget=25%2026.0361.32
Ours-MixedPruning Budget=25%2026.0360.78
Ours-NonMathBudget=10%, Model=Qwen3-VL-2B2026.0360.76
Ours-MixedBudget=10%, Model=Qwen3-VL-2B2026.0360.76
Ours-MathBudget=10%, Model=Qwen3-VL-2B2026.0360.74
InterlaceBudget=10%, Model=Qwen3-VL-2B2026.0357.7
InterlacePruning Budget=25%2026.0355.2
RandomBudget=10%, Model=Qwen3-VL-2B2026.0354.38
InterlacePruning Budget=40%2026.0354.26
Ours-NonMathPruning Budget=40%2026.0354
Ours-MathPruning Budget=40%2026.0353.88
CKABudget=10%, Model=Qwen3-VL-2B2026.0353.84
CKAPruning Budget=25%2026.0351.86
RandomPruning Budget=25%2026.0351.76
Ours-MixedPruning Budget=40%2026.0350.72
Ours-MathBudget=25%, Model=Qwen3-VL-2B2026.0350.62
Ours-MixedBudget=25%, Model=Qwen3-VL-2B2026.0350.56
Ours-NonMathBudget=25%, Model=Qwen3-VL-2B2026.0350.52
RandomBudget=25%, Model=Qwen3-VL-2B2026.0346.8
RandomPruning Budget=40%2026.0346.64
CKABudget=25%, Model=Qwen3-VL-2B2026.0343.7
Ours-NonMathBudget=40%, Model=Qwen3-VL-2B2026.0343.22
InterlaceBudget=25%, Model=Qwen3-VL-2B2026.0342.47
InterlaceBudget=40%, Model=Qwen3-VL-2B2026.0340.94
CKAPruning Budget=40%2026.0340.72
Ours-MixedBudget=40%, Model=Qwen3-VL-2B2026.0340.38
Ours-MathBudget=40%, Model=Qwen3-VL-2B2026.0337.32
CKABudget=40%, Model=Qwen3-VL-2B2026.0334.58
RandomBudget=40%, Model=Qwen3-VL-2B2026.0332.64