Papers with visually grounded mathematical reasoning
Can Vision-Language Models Solve Visual Math Equations? (2025.emnlp-main)
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| Challenge: | Vision-Language Models (VLMs) perform well on textual equations, but fail on visually grounded counterparts. |
| Approach: | They propose to decompose visual equation solving into symbolic equation solving and visual recognition into two core components to understand this gap. |
| Outcome: | The proposed models perform well on textual equations, but fail on visual grounded ones. |