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Automatic song writing is a topic of significant practical interest. However, its research is largely hindered by the lack of training data due to copyright concerns and challenged by its creative nature. Most noticeably, prior works often…

In this paper, we propose a technique to address the most challenging aspect of algorithmic songwriting process, which enables the human community to discover original lyrics, and melodies suitable for the generated lyrics. The proposed…

声音 · 计算机科学 2020-11-13 Gurunath Reddy Madhumani , Yi Yu , Florian Harscoët , Simon Canales , Suhua Tang

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…

计算与语言 · 计算机科学 2023-05-29 Yusen Sun , Liangyou Li , Qun Liu , Dit-Yan Yeung

Automatic melody-to-lyric generation is a task in which song lyrics are generated to go with a given melody. It is of significant practical interest and more challenging than unconstrained lyric generation as the music imposes additional…

Lyrics play a significant role in conveying the song's mood and are information to understand and interpret music communication. Conventional natural language processing approaches use translation of the Hindi text into English for…

计算与语言 · 计算机科学 2021-08-17 Makarand Velankar , Rachita Kotian , Parag Kulkarni

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…

人工智能 · 计算机科学 2018-11-13 Pablo Samuel Castro , Maria Attarian

In recent years, the use of large language models (LLMs) to generate music content, particularly lyrics, has gained in popularity. These advances provide valuable tools for artists and enhance their creative processes, but they also raise…

计算与语言 · 计算机科学 2025-04-25 Yanis Labrak , Markus Frohmann , Gabriel Meseguer-Brocal , Elena V. Epure

Lyrics generation presents unique challenges, particularly in achieving precise syllable control while adhering to song form structures such as verses and choruses. Conventional line-by-line approaches often lead to unnatural phrasing,…

计算与语言 · 计算机科学 2025-06-24 Yunkee Chae , Eunsik Shin , Suntae Hwang , Seungryeol Paik , Kyogu Lee

Creating a pop song melody according to pre-written lyrics is a typical practice for composers. A computational model of how lyrics are set as melodies is important for automatic composition systems, but an end-to-end lyric-to-melody model…

音频与语音处理 · 电气工程与系统科学 2023-01-05 Daiyu Zhang , Ju-Chiang Wang , Katerina Kosta , Jordan B. L. Smith , Shicen Zhou

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,…

计算与语言 · 计算机科学 2019-06-25 Xu Lu , Jie Wang , Bojin Zhuang , Shaojun Wang , Jing Xiao

The traditional songwriting process is rather complex and this is evident in the time it takes to produce lyrics that fit the genre and form comprehensive verses. Our project aims to simplify this process with deep learning techniques, thus…

计算与语言 · 计算机科学 2024-09-24 Tracy Cai , Wilson Liang , Donte Townes

Recently, a variety of neural models have been proposed for lyrics generation. However, most previous work completes the generation process in a single pass with little human intervention. We believe that lyrics creation is a creative…

计算与语言 · 计算机科学 2022-01-19 Rongsheng Zhang , Xiaoxi Mao , Le Li , Lin Jiang , Lin Chen , Zhiwei Hu , Yadong Xi , Changjie Fan , Minlie Huang

Lyric-to-melody generation aims to automatically create melodies based on given lyrics, requiring the capture of complex and subtle correlations between them. However, previous works usually suffer from two main challenges: 1) lyric-melody…

音频与语音处理 · 电气工程与系统科学 2024-12-25 Jiaxing Yu , Xinda Wu , Yunfei Xu , Tieyao Zhang , Songruoyao Wu , Le Ma , Kejun Zhang

The recent rise in capabilities of AI-based music generation tools has created an upheaval in the music industry, necessitating the creation of accurate methods to detect such AI-generated content. This can be done using audio-based…

One of the major problems writers and poets face is the writer's block. It is a condition in which an author loses the ability to produce new work or experiences a creative slowdown. The problem is more difficult in the context of poetry…

计算与语言 · 计算机科学 2021-08-02 Shakeeb A. M. Mukhtar , Pushkar S. Joglekar

Generating lyrics and poems is one of the essential downstream tasks in the Natural Language Processing (NLP) field. Current methods have performed well in some lyrics generation scenarios but need further improvements in tasks requiring…

计算与语言 · 计算机科学 2023-03-21 Li Yi

Neural language representation models such as GPT, pre-trained on large-scale corpora, can effectively capture rich semantic patterns from plain text and be fine-tuned to consistently improve natural language generation performance.…

计算与语言 · 计算机科学 2024-08-20 Yixiao Yuan , Yangchen Huang , Yu Ma , Xinjin Li , Zhenglin Li , Yiming Shi , Huapeng Zhou

Lyric-to-melody generation, which generates melody according to given lyrics, is one of the most important automatic music composition tasks. With the rapid development of deep learning, previous works address this task with end-to-end…

声音 · 计算机科学 2022-07-13 Chen Zhang , Luchin Chang , Songruoyao Wu , Xu Tan , Tao Qin , Tie-Yan Liu , Kejun Zhang

The generation of lyrics tightly connected to accompanying melodies involves establishing a mapping between musical notes and syllables of lyrics. This process requires a deep understanding of music constraints and semantic patterns at…

计算与语言 · 计算机科学 2024-01-31 Zhe Zhang , Karol Lasocki , Yi Yu , Atsuhiro Takasu

Automatic lyrics generation has received attention from both music and AI communities for years. Early rule-based approaches have~---due to increases in computational power and evolution in data-driven models---~mostly been replaced with…

声音 · 计算机科学 2020-10-29 Yihao Chen , Alexander Lerch
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