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相关论文: Automatic Neural Lyrics and Melody Composition

200 篇论文

Lyrics parody swaps one set of words that accompany a melody with a new set of words, preserving the number of syllables per line and the rhyme scheme. Lyrics parody generation is a challenge for controllable text generation. We show how a…

计算与语言 · 计算机科学 2020-09-28 Mark Riedl

In the domain of algorithmic music composition, machine learning-driven systems eliminate the need for carefully hand-crafting rules for composition. In particular, the capability of recurrent neural networks to learn complex temporal…

声音 · 计算机科学 2019-03-05 Harish Kumar , Balaraman Ravindran

Lyric-to-melody generation is an important task in songwriting, and is also quite challenging due to its unique characteristics: the generated melodies should not only follow good musical patterns, but also align with features in lyrics…

声音 · 计算机科学 2023-01-31 Ang Lv , Xu Tan , Tao Qin , Tie-Yan Liu , Rui Yan

Creativity, or the ability to produce new useful ideas, is commonly associated to the human being; but there are many other examples in nature where this phenomenon can be observed. Inspired by this fact, in engineering and particularly in…

声音 · 计算机科学 2022-01-26 David Daniel Albarracín Molina

Creating aesthetically pleasing pieces of art, including music, has been a long-term goal for artificial intelligence research. Despite recent successes of long-short term memory (LSTM) recurrent neural networks (RNNs) in sequential…

机器学习 · 计算机科学 2019-03-25 Zheng Sun , Jiaqi Liu , Zewang Zhang , Jingwen Chen , Zhao Huo , Ching Hua Lee , Xiao Zhang

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

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

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

Artificial Intelligence Generated Content (AIGC) is currently a popular research area. Among its various branches, song generation has attracted growing interest. Despite the abundance of available songs, effective data preparation remains…

音频与语音处理 · 电气工程与系统科学 2025-09-23 Wei Tan , Shun Lei , Huaicheng Zhang , Guangzheng Li , Yixuan Zhang , Hangting Chen , Jianwei Yu , Rongzhi Gu , Dong Yu

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

Automatic melody-to-lyric (M2L) generation aims to create lyrics that align with a given melody. While most previous approaches generate lyrics from scratch, revision, editing plain text draft to fit it into the melody, offers a much more…

计算与语言 · 计算机科学 2025-05-05 Songyan Zhao , Bingxuan Li , Yufei Tian , Nanyun Peng

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

Large Language Models (LLM) have shown encouraging progress in multimodal understanding and generation tasks. However, how to design a human-aligned and interpretable melody composition system is still under-explored. To solve this problem,…

声音 · 计算机科学 2024-03-08 Xia Liang , Xingjian Du , Jiaju Lin , Pei Zou , Yuan Wan , Bilei Zhu

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

Large Language Models (LLMs) show promise in lyric-to-melody generation, but models trained with Supervised Fine-Tuning (SFT) often produce musically implausible melodies with issues like poor rhythm and unsuitable vocal ranges, a…

声音 · 计算机科学 2026-04-21 Hao Meng , Siyuan Zheng , Shuran Zhou , Qiangqiang Wang , Yang Song

Music generation with the aid of computers has been recently grabbed the attention of many scientists in the area of artificial intelligence. Deep learning techniques have evolved sequence production methods for this purpose. Yet, a…

神经与进化计算 · 计算机科学 2020-04-09 Majid Farzaneh , Rahil Mahdian Toroghi

The present paper investigated automatic melody construction for Persian lyrics as an input. It was assumed that there is a phonological correlation between the lyric syllables and the melody in a song. A seq2seq neural network was…

声音 · 计算机科学 2024-10-29 Farshad Jafari , Farzad Didehvar , Amin Gheibi

There has recently been a sharp increase in interest in Artificial Intelligence-Generated Content (AIGC). Despite this, musical components such as time signatures have not been studied sufficiently to form an algorithmic determination…

机器学习 · 计算机科学 2025-07-10 Callie C. Liao , Duoduo Liao , Jesse Guessford

We present a hybrid neural network and rule-based system that generates pop music. Music produced by pure rule-based systems often sounds mechanical. Music produced by machine learning sounds better, but still lacks hierarchical temporal…

声音 · 计算机科学 2017-10-09 Yifei Teng , An Zhao , Camille Goudeseune

The connection between music and lyrics is far beyond semantic bonds. Conceptual pairs in the two modalities such as rhythm and rhyme, note duration and syllabic stress, and structure correspondence, raise a compelling yet seldom-explored…

音频与语音处理 · 电气工程与系统科学 2025-08-04 Changhong Wang , Michel Olvera , Gaël Richard