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Benchmarking Multimodal Mathematical Reasoning with Explicit Visual Dependency

VCBENCH benchmarks multimodal elementary math reasoning requiring multi-image visual dependencies, finding top models score under 50%.

Zhikai Wang, Jiashuo Sun, Wenqi Zhang, Zhiqiang Hu and 2 more

Atlanta Poster Session 1, Wed, Dec 9, 10:00 AM–1:00 PM, Hall C1 · Published 2026 · ▲ 13 on Hugging Face · Code ★ 11

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AI panel: 13 of 20 reviewers recommend it
lenient 4/5
medium 8/10
strict 1/5