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@@ -97,10 +97,13 @@ Each entry in the dataset includes:
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  ## 🎓 Reference
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  If you use this dataset in your work, please cite it using the following reference:
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  ```
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- @article{chen2025musixqa,
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- title={MusiXQA: Advancing Visual Music Understanding in Multimodal Large Language Models},
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- author={Chen, Jian and Ma, Wenye and Liu, Penghang and Wang, Wei and Song, Tengwei and Li, Ming and Wang, Chenguang and Zhang, Ruiyi and Chen, Changyou},
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- journal={arXiv preprint arXiv:2506.23009},
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- year={2025}
 
 
 
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  }
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  ```
 
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  ## 🎓 Reference
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  If you use this dataset in your work, please cite it using the following reference:
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  ```
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+ @misc{chen2025musixqaadvancingvisualmusic,
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+ title={MusiXQA: Advancing Visual Music Understanding in Multimodal Large Language Models},
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+ author={Jian Chen and Wenye Ma and Penghang Liu and Wei Wang and Tengwei Song and Ming Li and Chenguang Wang and Jiayu Qin and Ruiyi Zhang and Changyou Chen},
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+ year={2025},
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+ eprint={2506.23009},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.CV},
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+ url={https://arxiv.org/abs/2506.23009},
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  }
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  ```