More Than Simply Masking: Exploring Pre-training Strategies for Symbolic Music Understanding

Author:

Shen Zhexu1ORCID,Yang Liang1ORCID,Yang Zhihan1ORCID,Lin Hongfei1ORCID

Affiliation:

1. School of Computer Science and Technology, Dalian University of Technology, China

Funder

National Natural Science Foundation of China

Publisher

ACM

Reference20 articles.

1. Yi-Hui Chou , I- Chun Chen , Chin-Jui Chang , Joann Ching , and Yi-Hsuan Yang . 2021. MidiBERT-Piano: Large-scale pre-training for symbolic music understanding. arXiv preprint arXiv:2107.05223 ( 2021 ). Yi-Hui Chou, I-Chun Chen, Chin-Jui Chang, Joann Ching, and Yi-Hsuan Yang. 2021. MidiBERT-Piano: Large-scale pre-training for symbolic music understanding. arXiv preprint arXiv:2107.05223 (2021).

2. Michael Scott Cuthbert and Christopher Ariza . 2010 . music21: A toolkit for computer-aided musicology and symbolic music data . In Proceedings of the 11th International Society for Music Information Retrieval Conference, ISMIR. 637–642 . Michael Scott Cuthbert and Christopher Ariza. 2010. music21: A toolkit for computer-aided musicology and symbolic music data. In Proceedings of the 11th International Society for Music Information Retrieval Conference, ISMIR. 637–642.

3. Jacob Devlin , Ming-Wei Chang , Kenton Lee , and Kristina Toutanova . 2019 . BERT: Pre-training of deep bidirectional Transformers for language understanding . In Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies , Volume 1 (Long and Short Papers). 4171–4186. Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2019. BERT: Pre-training of deep bidirectional Transformers for language understanding. In Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long and Short Papers). 4171–4186.

4. Lucas  N. Ferreira and Jim Whitehead. 2019. Learning to generate music with sentiment . In Proceedings of the 20th International Society for Music Information Retrieval Conference, ISMIR. 384–390 . Lucas N. Ferreira and Jim Whitehead. 2019. Learning to generate music with sentiment. In Proceedings of the 20th International Society for Music Information Retrieval Conference, ISMIR. 384–390.

5. Francesco Foscarin , Andrew Mcleod , Philippe Rigaux , Florent Jacquemard , and Masahiko Sakai . 2020 . ASAP: A dataset of aligned scores and performances for piano transcription . In Proceedings of the 21st International Society for Music Information Retrieval Conference, ISMIR. 534–541 . Francesco Foscarin, Andrew Mcleod, Philippe Rigaux, Florent Jacquemard, and Masahiko Sakai. 2020. ASAP: A dataset of aligned scores and performances for piano transcription. In Proceedings of the 21st International Society for Music Information Retrieval Conference, ISMIR. 534–541.

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