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ResearchFormerly WizWand

Vision-Centric Question Answering on V-Star

83.6AccuracyInternVL3.5-38B + LoT
45.1255.1165.175.09Apr 1, 2026
Updated 7mo ago

Evaluation results

MethodLinks
InternVL3.5-38B + LoTModel Scale=Large, Framework=LoT, Visual Highlighting=true2026.0483.6
InternVL3.5-38BModel Scale=Large, Framework=Baseline, Visual Highlighting=false2026.0482.2
InternVL3.5-4B + LoTModel Scale=Small, Framework=LoT, Visual Highlighting=true2026.0476.4
InternVL3.5-4BModel Scale=Small, Framework=Baseline, Visual Highlighting=false2026.0473.8
InternVL3.5-8BModel Scale=Medium, Framework=Baseline, Visual Highlighting=false2026.0473.3
InternVL3.5-8B + LoTModel Scale=Medium, Framework=LoT, Visual Highlighting=true2026.0469.6
Qwen3-VL-4B + LoTModel Scale=Small, Framework=LoT, Visual Highlighting=true2026.0467
Qwen2.5-VL-32B + LoTModel Scale=Large, Framework=LoT, Visual Highlighting=true2026.0465.4
Qwen2.5-VL-3B + LoTModel Scale=Small, Framework=LoT, Visual Highlighting=true2026.0461.8
Qwen2.5-VL-7B + LoTModel Scale=Medium, Framework=LoT, Visual Highlighting=true2026.0461.3
Qwen3-VL-8B + LoTModel Scale=Medium, Framework=LoT, Visual Highlighting=true2026.0461.3
Qwen3-VL-8BModel Scale=Medium, Framework=Baseline, Visual Highlighting=false2026.0460.7
Qwen2.5-VL-3BModel Scale=Small, Framework=Baseline, Visual Highlighting=false2026.0459.7
Qwen2.5-VL-7BModel Scale=Medium, Framework=Baseline, Visual Highlighting=false2026.0457.1
Qwen3-VL-4BModel Scale=Small, Framework=Baseline, Visual Highlighting=false2026.0456
Qwen2-VL-7B + LoTModel Scale=Medium, Framework=LoT, Visual Highlighting=true2026.0456
Qwen2.5-VL-32BModel Scale=Large, Framework=Baseline, Visual Highlighting=false2026.0455.5
Qwen2-VL-2B + LoTModel Scale=Small, Framework=LoT, Visual Highlighting=true2026.0453.9
Qwen2-VL-7BModel Scale=Medium, Framework=Baseline, Visual Highlighting=false2026.0452.4
Qwen2-VL-2BModel Scale=Small, Framework=Baseline, Visual Highlighting=false2026.0446.6