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Translating lyrics for musicals presents unique challenges due to the need to ensure high translation quality while adhering to singability requirements such as length and rhyme. Existing song translation approaches often prioritize these…

Computation and Language · Computer Science 2024-10-31 Zhuorui Ye , Jinhan Li , Rongwu Xu

Lyric translation, a field studied for over a century, is now attracting computational linguistics researchers. We identified two limitations in previous studies. Firstly, lyric translation studies have predominantly focused on Western…

Computation and Language · Computer Science 2024-05-21 Haven Kim , Jongmin Jung , Dasaem Jeong , Juhan Nam

The development of general-domain neural machine translation (NMT) methods has advanced significantly in recent years, but the lack of naturalness and musical constraints in the outputs makes them unable to produce singable lyric…

Computation and Language · Computer Science 2023-05-29 Longshen Ou , Xichu Ma , Min-Yen Kan , Ye Wang

In musical compositions that include vocals, lyrics significantly contribute to artistic expression. Consequently, previous studies have introduced the concept of a recommendation system that suggests lyrics similar to a user's favorites or…

Computation and Language · Computer Science 2024-08-28 Haven Kim , Taketo Akama

Lyric translation is a challenging task that requires balancing multiple musical constraints. Existing methods often rely on hand-crafted rules and sentence-level modeling, which restrict their ability to internalize musical-linguistic…

Computation and Language · Computer Science 2025-10-24 Le Ren , Xiangjian Zeng , Qingqiang Wu , Ruoxuan Liang

Despite progress in melody-to-lyric generation, a substantial singability gap remains between machine-generated lyrics and those written by human lyricists. In this work, we aim to narrow this gap by jointly learning both wording and…

Computation and Language · Computer Science 2025-12-15 Longshen Ou , Xichu Ma , Ye Wang

Song translation requires both translation of lyrics and alignment of music notes so that the resulting verse can be sung to the accompanying melody, which is a challenging problem that has attracted some interests in different aspects of…

Computation and Language · Computer Science 2023-03-29 Chengxi Li , Kai Fan , Jiajun Bu , Boxing Chen , Zhongqiang Huang , Zhi Yu

In this work, we propose and evaluate the feasibility of a two-stage pipeline to evaluate literary machine translation, in a fine-grained manner, from English to Korean. The results show that our framework provides fine-grained,…

Computation and Language · Computer Science 2025-09-15 Sheikh Shafayat , Dongkeun Yoon , Woori Jang , Jiwoo Choi , Alice Oh , Seohyon Jung

Despite the recent increase in research on artificial intelligence for music, prominent correlations between key components of lyrics and rhythm such as keywords, stressed syllables, and strong beats are not frequently studied. This is…

Sound · Computer Science 2025-07-10 Callie C. Liao , Duoduo Liao , Jesse Guessford

Lyrics translation requires both accurate semantic transfer and preservation of musical rhythm, syllabic structure, and poetic style. In animated musicals, the challenge intensifies due to alignment with visual and auditory cues. We…

Computation and Language · Computer Science 2025-09-19 Woohyun Cho , Youngmin Kim , Sunghyun Lee , Youngjae Yu

Large-scale lyric corpora present unique challenges for data-driven analysis, including the absence of reliable annotations, multilingual content, and high levels of stylistic repetition. Most existing approaches rely on supervised…

Social and Information Networks · Computer Science 2026-02-16 Oktay Karakuş

Although lyrics generation has achieved significant progress in recent years, it has limited practical applications because the generated lyrics cannot be performed without composing compatible melodies. In this work, we bridge this…

Computation and Language · Computer Science 2023-05-29 Yusen Sun , Liangyou Li , Qun Liu , Dit-Yan Yeung

The central idea of this paper is to gain a deeper understanding of song lyrics computationally. We focus on two aspects: style and biases of song lyrics. All prior works to understand these two aspects are limited to manual analysis of a…

Information Retrieval · Computer Science 2019-07-19 Manash Pratim Barman , Amit Awekar , Sambhav Kothari

The quantity of processed data is crucial for advancing the field of singing voice synthesis. While there are tools available for lyric or note transcription tasks, they all need pre-processed data which is relatively time-consuming (e.g.,…

Sound · Computer Science 2024-10-11 Siwei Wu , Jinzheng He , Ruibin Yuan , Haojie Wei , Xipin Wei , Chenghua Lin , Jin Xu , Junyang Lin

Creating lyrics and melodies for the vocal track in a symbolic format, known as song composition, demands expert musical knowledge of melody, an advanced understanding of lyrics, and precise alignment between them. Despite achievements in…

Sound · Computer Science 2025-06-03 Shuangrui Ding , Zihan Liu , Xiaoyi Dong , Pan Zhang , Rui Qian , Junhao Huang , Conghui He , Dahua Lin , Jiaqi Wang

The use of language models for generating lyrics and poetry has received an increased interest in the last few years. They pose a unique challenge relative to standard natural language problems, as their ultimate purpose is reative, notions…

Artificial Intelligence · Computer Science 2018-11-13 Pablo Samuel Castro , Maria Attarian

Audio-to-lyrics alignment has become an increasingly active research task in MIR, supported by the emergence of several open-source datasets of audio recordings with word-level lyrics annotations. However, there are still a number of open…

Audio and Speech Processing · Electrical Eng. & Systems 2021-08-02 Charles Brazier , Gerhard Widmer

Classical Chinese poetry is a vital and enduring part of Chinese literature, conveying profound emotional resonance. Existing studies analyze sentiment based on textual meanings, overlooking the unique rhythmic and visual features inherent…

Computation and Language · Computer Science 2025-05-20 Xiaocong Du , Haoyu Pei , Haipeng Zhang

Automatic Singing Assessment and Singing Information Processing have evolved over the past three decades to support singing pedagogy, performance analysis, and vocal training. While the first approach objectively evaluates a singer's…

Audio and Speech Processing · Electrical Eng. & Systems 2026-01-21 Arthur N. dos Santos , Bruno S. Masiero

Algorithmic interpretability is necessary to build trust, ensure fairness, and track accountability. However, there is no existing formal measurement method for algorithmic interpretability. In this work, we build upon programming language…

Artificial Intelligence · Computer Science 2022-05-23 John P. Lalor , Hong Guo
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