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# CultureMERT: Continual Pre-Training for Cross-Cultural Music Representation Learning
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📑 [**Read the full paper (to be presented at ISMIR 2025)**](
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**CultureMERT-TA-95M** is a 95M-parameter music foundation model adapted to diverse musical cultures through [**task arithmetic**](https://arxiv.org/abs/2212.04089). Instead of direct continual pre-training on a multi-cultural mixture, as in [CultureMERT-95M](https://huggingface.co/ntua-slp/CultureMERT-95M), this model merges multiple **single-culture adapted** variants of [MERT-v1-95M](https://huggingface.co/m-a-p/MERT-v1-95M)—each continually pre-trained via our two-stage strategy on a distinct musical tradition:
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# 📚 Citation
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```shell
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```
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# CultureMERT: Continual Pre-Training for Cross-Cultural Music Representation Learning
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📑 [**Read the full paper (to be presented at ISMIR 2025)**](https://arxiv.org/abs/2506.17818)
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**CultureMERT-TA-95M** is a 95M-parameter music foundation model adapted to diverse musical cultures through [**task arithmetic**](https://arxiv.org/abs/2212.04089). Instead of direct continual pre-training on a multi-cultural mixture, as in [CultureMERT-95M](https://huggingface.co/ntua-slp/CultureMERT-95M), this model merges multiple **single-culture adapted** variants of [MERT-v1-95M](https://huggingface.co/m-a-p/MERT-v1-95M)—each continually pre-trained via our two-stage strategy on a distinct musical tradition:
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# 📚 Citation
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```shell
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@misc{kanatas2025culturemertcontinualpretrainingcrosscultural,
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title={CultureMERT: Continual Pre-Training for Cross-Cultural Music Representation Learning},
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author={Angelos-Nikolaos Kanatas and Charilaos Papaioannou and Alexandros Potamianos},
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year={2025},
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eprint={2506.17818},
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archivePrefix={arXiv},
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primaryClass={cs.SD},
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url={https://arxiv.org/abs/2506.17818},
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}
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```
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