VisuoThink: Empowering LVLM Reasoning with Multimodal Tree Search
Recent advancements in Large Vision-Language Models have showcased remarkable
capabilities. However, they often falter when confronted with complex reasoning
tasks that humans typically address through visual aids and deliberate,
step-by-step thinking. While existing methods have explored text-based slow
thinking or rudimentary visual assistance, they fall short of capturing the
intricate, interleaved nature of human visual-verbal reasoning processes. To
overcome these limitations and inspired by the mechanisms of slow thinking in
human cognition, we introduce VisuoThink, a novel framework that seamlessly
integrates visuospatial and linguistic domains. VisuoThink facilitates
multimodal slow thinking by enabling progressive visual-textual reasoning and
incorporates test-time scaling through look-ahead tree search. Extensive
experiments demonstrate that VisuoThink significantly enhances reasoning
capabilities via inference-time scaling, even without fine-tuning, achieving
state-of-the-art performance in tasks involving geometry and spatial reasoning.
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Yikun Wang
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2025-04-15T07:52:28.698Z
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Yikun Wang (SII)
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LibraTree
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Siyin Wang
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2025-04-15T08:34:42.695Z
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Siyin Wang
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sinwang
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Qinyuan Cheng
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2025-06-24T08:11:45.188Z
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QinyuanCheng
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Cqy2019
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Zhaoye Fei
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2025-04-15T08:34:57.322Z
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Zhaoye Fei
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ngc7293
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Liang Ding
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2025-04-15T08:35:04.032Z
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Liang Ding
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alphadl
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Qipeng Guo
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2025-04-15T08:35:09.688Z
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Qipeng Guo
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QipengGuo
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Dacheng Tao
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Xipeng Qiu
admin_assigned
2025-04-15T08:35:23.363Z
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Xipeng Qiu
user
xpqiu
VisuoThink: Empowering LVLM Reasoning with Multimodal Tree Search
Recent advancements in Large Vision-Language Models have showcased remarkable
capabilities. However, they often falter when confronted with complex reasoning
tasks that humans typically address through visual aids and deliberate,
step-by-step thinking. While existing methods have explored text-based slow
thinking or rudimentary visual assistance, they fall short of capturing the
intricate, interleaved nature of human visual-verbal reasoning processes. To
overcome these limitations and inspired by the mechanisms of slow thinking in
human cognition, we introduce VisuoThink, a novel framework that seamlessly
integrates visuospatial and linguistic domains. VisuoThink facilitates
multimodal slow thinking by enabling progressive visual-textual reasoning and
incorporates test-time scaling through look-ahead tree search. Extensive
experiments demonstrate that VisuoThink significantly enhances reasoning
capabilities via inference-time scaling, even without fine-tuning, achieving
state-of-the-art performance in tasks involving geometry and spatial reasoning.
VisuoThink enhances visual-verbal reasoning by combining visuospatial and linguistic domains, enabling progressive reasoning and unsupervised scaling for complex tasks.
Large Vision-Language Models visuospatial linguistic domains progressive visual-textual reasoning look-ahead tree search inference-time scaling geometry spatial reasoning