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We gratefully acknowledge that our evaluation code is modified from the official implementation of [MMAU](https://github.com/Sakshi113/MMAU).
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## Citation
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We gratefully acknowledge that our evaluation code is modified from the official implementation of [MMAU](https://github.com/Sakshi113/MMAU).
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## Citation
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```
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@article{ma2025mmar,
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title={MMAR: A Challenging Benchmark for Deep Reasoning in Speech, Audio, Music, and Their Mix},
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author={Ma, Ziyang and Ma, Yinghao and Zhu, Yanqiao and Yang, Chen and Chao, Yi-Wen and Xu, Ruiyang and others},
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journal={arXiv preprint arXiv:2505.13032},
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year={2025}
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}
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```
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