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cs.CL 1

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2025 1

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CONDITIONAL 1

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Can Vision-Language Models Solve Visual Math Equations?

cs.CL · 2025-09-10 · conditional · novelty 5.0

Vision-language models solve text equations but fail on picture equations because they cannot reliably count repeated icons; counting, not recognition or reasoning, is the limiting step.

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  • Can Vision-Language Models Solve Visual Math Equations? cs.CL · 2025-09-10 · conditional · none · ref 13

    Vision-language models solve text equations but fail on picture equations because they cannot reliably count repeated icons; counting, not recognition or reasoning, is the limiting step.