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Multimodal Reasoning on Vstar Bench Spatial

90.8AccuracyDeepconf
59.28867.46975.6583.831Feb 13, 2026

Evaluation results

MethodLinks
DeepconfModel Variant=Qwen3-VL Instruct, Online setting=true2026.0290.855
RTWIModel Variant=Qwen3-VL Instruct, Online setting=true2026.0290.858.5
SCModel Variant=Qwen3-VL Instruct, Online setting=true2026.0289.5—
ASCModel Variant=Qwen3-VL Instruct, Online setting=true2026.0289.556.8
ESCModel Variant=Qwen3-VL Instruct, Online setting=true2026.0289.550.9
CISCModel Variant=Qwen3-VL Instruct, Online setting=true2026.0289.556.6
Self-Cer.Model Variant=Qwen3-VL Instruct, Online setting=true2026.0289.557
DeepEyesOnline setting=true2026.0288.2—
BaseModel Variant=Qwen3-VL Instruct, Online setting=true2026.0286.8—
RTWIModel Variant=Qwen3-VL Thinking, Online setting=true2026.0281.661.2
ThymeOnline setting=true2026.0280.3—
ASCModel Variant=Qwen3-VL Thinking, Online setting=true2026.027942.8
SCModel Variant=Qwen3-VL Thinking, Online setting=true2026.0277.6—
ESCModel Variant=Qwen3-VL Thinking, Online setting=true2026.0277.622
DeepconfModel Variant=Qwen3-VL Thinking, Online setting=true2026.0276.352.8
BaseModel Variant=Qwen3-VL Thinking, Online setting=true2026.0273.7—
CISCModel Variant=Qwen3-VL Thinking, Online setting=true2026.0269.729.9
Self-Cer.Model Variant=Qwen3-VL Thinking, Online setting=true2026.0268.433.1
GPT-4oOnline setting=true2026.0260.5—