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  <div align="center">
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  <h3>
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- Chunbo Hao<sup>1*</sup>, Ruibin Yuan<sup>2,5*</sup>, Jixun Yao<sup>1</sup>, Qixin Deng<sup>3,5</sup>,<br>Xinyi Bai<sup>4,5</sup>, Wei Xue<sup>2</sup>, Lei Xie<sup>1†</sup>
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  </h3>
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-
 
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  <p>
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  <sup>*</sup>Equal contribution &nbsp;&nbsp; <sup>†</sup>Corresponding author
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  </p>
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-
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  <p>
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- <sup>1</sup>Audio, Speech and Language Processing Group (ASLP@NPU),<br>Northwestern Polytechnical University<br>
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  <sup>2</sup>Hong Kong University of Science and Technology<br>
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  <sup>3</sup>Northwestern University<br>
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  <sup>4</sup>Cornell University<br>
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- <sup>5</sup>Multimodal Art Projection (M-A-P)
 
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  </p>
 
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  </div>
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  ---
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  ---
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- ## 📚 Resources & Links
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-
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- - 📖 Paper: *coming soon*
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- - 💻 Code: [GitHub Repository](https://github.com/ASLP-lab/SongFormer)
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- - 🧑‍💻 Model: [SongFormer](https://huggingface.co/ASLP-lab/SongFormer)
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- - 📂 Dataset: [SongFormDB](https://huggingface.co/datasets/ASLP-lab/SongFormDB)
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-
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- ---
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-
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  ## 🤝 Citation
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  ```bibtex
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- @misc{hao2025songformer,
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- title = {SongFormer: Scaling Music Structure Analysis with Heterogeneous Supervision},
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- author = {Chunbo Hao and Ruibin Yuan and Jixun Yao and Qixin Deng and Xinyi Bai and Wei Xue and Lei Xie},
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- year = {2025},
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- eprint = {2510.02797},
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- archivePrefix = {arXiv},
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- primaryClass = {eess.AS},
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- url = {https://arxiv.org/abs/2510.02797}
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  }
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  ```
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  <div align="center">
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  <h3>
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+ Chunbo Hao<sup>1*</sup>, Ruibin Yuan<sup>2,6*</sup>, Jixun Yao<sup>1</sup>, Qixin Deng<sup>3,6</sup>,<br>Xinyi Bai<sup>4,6</sup>, Yanbo Wang<sup>5</sup>, Wei Xue<sup>2</sup>, Lei Xie<sup>1†</sup>
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  </h3>
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+
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+
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  <p>
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  <sup>*</sup>Equal contribution &nbsp;&nbsp; <sup>†</sup>Corresponding author
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  </p>
 
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  <p>
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+ <sup>1</sup>Audio, Speech and Language Processing Group (ASLP@NPU),<br>School of Computer Science, Northwestern Polytechnical University<br>
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  <sup>2</sup>Hong Kong University of Science and Technology<br>
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  <sup>3</sup>Northwestern University<br>
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  <sup>4</sup>Cornell University<br>
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+ <sup>5</sup>University of New South Wales<br>
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+ <sup>6</sup>Multimodal Art Projection (M-A-P)
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  </p>
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+
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  </div>
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  ---
 
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  ---
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  ## 🤝 Citation
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  ```bibtex
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+ @misc{hao2026songformerscalingmusicstructure,
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+ title={SongFormer: Scaling Music Structure Analysis with Heterogeneous Supervision},
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+ author={Chunbo Hao and Ruibin Yuan and Jixun Yao and Qixin Deng and Xinyi Bai and Yanbo Wang and Wei Xue and Lei Xie},
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+ year={2026},
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+ eprint={2510.02797},
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+ archivePrefix={arXiv},
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+ primaryClass={eess.AS},
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+ url={https://arxiv.org/abs/2510.02797},
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  }
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  ```
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