Datasets:
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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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## Citation
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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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```
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