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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

Generating melody from lyrics is an interesting yet challenging task in the area of artificial intelligence and music. However, the difficulty of keeping the consistency between input lyrics and generated melody limits the generation…

声音 · 计算机科学 2022-07-06 Wei Duan , Zhe Zhang , Yi Yu , Keizo Oyama

Melody generation from lyrics has been a challenging research issue in the field of artificial intelligence and music, which enables to learn and discover latent relationship between interesting lyrics and accompanying melody.…

人工智能 · 计算机科学 2021-04-22 Yi Yu , Abhishek Srivastava , Simon Canales

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

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

Lyrics-to-melody generation is an interesting and challenging topic in AI music research field. Due to the difficulty of learning the correlations between lyrics and melody, previous methods suffer from low generation quality and lack of…

声音 · 计算机科学 2023-06-06 Zhe Zhang , Yi Yu , Atsuhiro Takasu

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

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…

Generative models for text have substantially contributed to tasks like machine translation and language modeling, using maximum likelihood optimization (MLE). However, for creative text generation, where multiple outputs are possible and…

计算与语言 · 计算机科学 2019-09-23 Asir Saeed , Suzana Ilić , Eva Zangerle

We propose a deep attention-based alignment network, which aims to automatically predict lyrics and melody with given incomplete lyrics as input in a way similar to the music creation of humans. Most importantly, a deep neural…

声音 · 计算机科学 2023-01-25 Gurunath Reddy M , Zhe Zhang , Yi Yu , Florian Harscoet , Simon Canales , Suhua Tang

Writing rap lyrics requires both creativity to construct a meaningful, interesting story and lyrical skills to produce complex rhyme patterns, which form the cornerstone of good flow. We present a rap lyrics generation method that captures…

机器学习 · 计算机科学 2016-06-13 Eric Malmi , Pyry Takala , Hannu Toivonen , Tapani Raiko , Aristides Gionis

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

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

In this paper, we study a novel task that learns to compose music from natural language. Given the lyrics as input, we propose a melody composition model that generates lyrics-conditional melody as well as the exact alignment between the…

计算与语言 · 计算机科学 2018-09-13 Hangbo Bao , Shaohan Huang , Furu Wei , Lei Cui , Yu Wu , Chuanqi Tan , Songhao Piao , Ming Zhou

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

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

We present a system for generating novel lyrics lines conditioned on music audio. A bimodal neural network model learns to generate lines conditioned on any given short audio clip. The model consists of a spectrogram variational autoencoder…

计算与语言 · 计算机科学 2020-10-01 Olga Vechtomova , Gaurav Sahu , Dhruv Kumar

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

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…

计算与语言 · 计算机科学 2025-12-15 Longshen Ou , Xichu Ma , Ye Wang

Composing poetry or lyrics involves several creative factors, but a challenging aspect of generation is the adherence to a more or less strict metric and rhyming pattern. To address this challenge specifically, previous work on the task has…

计算与语言 · 计算机科学 2024-05-09 Tommaso Pasini , Alejo López-Ávila , Husam Quteineh , Gerasimos Lampouras , Jinhua Du , Yubing Wang , Ze Li , Yusen Sun
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