A Syllable-Structured, Contextually-Based Conditionally Generation of Chinese Lyrics
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Abstract (arXiv)
This paper presents a novel, syllable-structured Chinese lyrics generation model given a piece of original melody. Most previously reported lyrics generation models fail to include the relationship between lyrics and melody. In this work, we propose to interpret lyrics-melody alignments as syllable structural information and use a multi-channel sequence-to-sequence model with considering both phrasal structures and semantics. Two different RNN encoders are applied, one of which is for encoding syllable structures while the other for semantic encoding with contextual sentences or input keywords. Moreover, a large Chinese lyrics corpus for model training is leveraged. With automatic and human evaluations, results demonstrate the effectiveness of our proposed lyrics generation model. To the best of our knowledge, there is few previous reports on lyrics generation considering both music and linguistic perspectives.
Key facts. Cited by 5 papers in the map (data through 7 Oct 2026). First posted on arXiv 15 Jun 2019.
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Citing papers per year: 2021: 1; 2022: 1; 2023: 2; 2024: 1.
5 papers.
- 2021DeepRapper: Neural Rap Generation with Rhyme and Rhythm Modelingcited by 24
- 2022Youling: an AI-Assisted Lyrics Creation Systemcited by 10
- 2023Syllable-level lyrics generation from melody exploiting character-level language modelcited by 2
- 2023Joint Learning of Wording and Formatting for Singable Melody-to-Lyric Generationcited by 1
- 2024Song Form-aware Full-Song Text-to-Lyrics Generation with Multi-Level Granularity Syllable Count Controlcited by 1
- 2024Song Form-aware Full-Song Text-to-Lyrics Generation with Multi-Level Granularity Syllable Count Control20 Nov 2024
- 2023Syllable-level lyrics generation from melody exploiting character-level language model2 Oct 2023
- 2023Joint Learning of Wording and Formatting for Singable Melody-to-Lyric Generation5 Jul 2023
- 2022Youling: an AI-Assisted Lyrics Creation System18 Jan 2022
- 2021DeepRapper: Neural Rap Generation with Rhyme and Rhythm Modeling5 Jul 2021