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  - The paired multimodal benchmark includes text, image, and audio assets.
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  - `HDSv2Images/` is intentionally a test-only image release for probe evaluation.
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  - `Trapsv2Images/` covers the full trap set.
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- - Studies on this dataset show that accuracy falls sharply as arithmetic load $C$ (the product of total and non-zero digit count) grows.
 
 
 
 
 
 
 
 
 
 
 
 
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  - The paired multimodal benchmark includes text, image, and audio assets.
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  - `HDSv2Images/` is intentionally a test-only image release for probe evaluation.
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  - `Trapsv2Images/` covers the full trap set.
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+ - Studies on this dataset show that accuracy falls sharply as arithmetic load $C$ (the product of total and non-zero digit count) grows.
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+
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+ ## Citation
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+
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+ ```
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+ @inproceedings{balter2026multiplication,
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+ title={{Multiplication in Multimodal LLMs: Computation with Text, Image, and Audio Inputs}},
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+ author={Balter, Samuel Gideon and Jerzak, Ethan and Jerzak, Connor Thomas},
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+ booktitle={Findings of the Association for Computational Linguistics: ACL 2026},
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+ year={2026}
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+ }
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+ ```