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@@ -62,4 +62,11 @@ python evaluation.py --input INPUT_JSON_PATH
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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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- Coming Soon
 
 
 
 
 
 
 
 
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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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+ ```