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ResearchFormerly WizWand

Visual Search and Reasoning on VStar

76.96ScoreOurs-NonMath
33.404844.712456.0267.3276Mar 17, 2026
Updated 7mo ago

Evaluation results

MethodLinks
Ours-NonMathBudget=10%, Model=Qwen3-VL-2B2026.0376.96
Ours-MixedBudget=10%, Model=Qwen3-VL-2B2026.0376.96
Ours-MathBudget=10%, Model=Qwen3-VL-2B2026.0374.35
Ours-MathBudget=25%, Model=Qwen3-VL-2B2026.0369.63
Ours-MixedBudget=25%, Model=Qwen3-VL-2B2026.0369.63
InterlaceBudget=10%, Model=Qwen3-VL-2B2026.0368.59
RandomBudget=10%, Model=Qwen3-VL-2B2026.0364.4
Ours-NonMathBudget=25%, Model=Qwen3-VL-2B2026.0363.87
CKABudget=10%, Model=Qwen3-VL-2B2026.0362.83
RandomBudget=25%, Model=Qwen3-VL-2B2026.0358.12
Ours-NonMathBudget=40%, Model=Qwen3-VL-2B2026.0354.97
InterlaceBudget=25%, Model=Qwen3-VL-2B2026.0350.79
CKABudget=25%, Model=Qwen3-VL-2B2026.0349.74
InterlaceBudget=40%, Model=Qwen3-VL-2B2026.0346.6
Ours-MathBudget=40%, Model=Qwen3-VL-2B2026.0339.79
CKABudget=40%, Model=Qwen3-VL-2B2026.0339.27
Ours-MixedBudget=40%, Model=Qwen3-VL-2B2026.0337.17
RandomBudget=40%, Model=Qwen3-VL-2B2026.0335.08