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Fine-grained visual understanding on V* Bench

85.5General ScoreSwimBird
63.03668.86874.780.532Feb 5, 2026

Evaluation results

MethodLinks
SwimBirdBackbone=Qwen3-VL 8B2026.0285.5
SkiLaModel Category=Latent Visual Reasoning Models2026.0284.3
Pixel ReasonerModel Category=Multimodal Agentic Models2026.0284.3
Qwen3-VL-8B-InstructModel Category=Textual Reasoning Models, Reproduced=true2026.0283.8
MonetModel Category=Latent Visual Reasoning Models2026.0283.3
DeepEyesModel Category=Multimodal Agentic Models2026.0283.3
ThymeModel Category=Multimodal Agentic Models2026.0282.2
DeepEyesV2Model Category=Multimodal Agentic Models2026.0281.8
LVRModel Category=Latent Visual Reasoning Models2026.0281.7
InternVL3-8BModel Category=Textual Reasoning Models2026.0281.2
Qwen2.5-VL-32B-InstructModel Category=Textual Reasoning Models2026.0280.6
Vision-R1Model Category=Textual Reasoning Models2026.0280.1
Qwen3-VL-8B-ThinkingModel Category=Textual Reasoning Models2026.0277.5
LLaVA-OneVisonModel Category=Textual Reasoning Models2026.0275.4
Qwen2.5-VL-7B-InstructModel Category=Textual Reasoning Models2026.0275.3
SEALModel Category=Multimodal Agentic Models2026.0274.8
GPT-4oModel Category=Textual Reasoning Models2026.0266
GPT-5-miniModel Category=Textual Reasoning Models2026.0263.9