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Fine-grained Visual Reasoning on VStar

91.6ScoreZwZ
81.30483.97786.6589.323Jun 24, 2026

Evaluation results

MethodLinks
ZwZModel Category=Visually Grounded Reasoning Models, Model Size=4B, Independent Testing Condition=true2026.0691.6
ZwZModel Category=Visually Grounded Reasoning Models, Model Size=8B, Independent Testing Condition=true2026.0691.6
Qwen3.5Model Category=General Large Vision-Language Models, Model Size=9B, Independent Testing Condition=true2026.0689
V-Zero-4BModel Category=Visually Grounded Reasoning Models, Model Size=4B2026.0689
DeepEyesModel Category=Visually Grounded Reasoning Models, Model Size=7B2026.0685.6
Qwen3.5Model Category=General Large Vision-Language Models, Model Size=4B, Independent Testing Condition=true2026.0684.3
Pixel-ReasonerModel Category=Visually Grounded Reasoning Models, Model Size=7B2026.0684.3
ThymeModel Category=Visually Grounded Reasoning Models, Model Size=7B2026.0682.2
DeepEyesV2Model Category=Visually Grounded Reasoning Models, Model Size=7B2026.0681.8
Qwen3-VLModel Category=General Large Vision-Language Models, Model Size=4B, Independent Testing Condition=true2026.0681.7