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Related papers: Controllable Lyrics-to-Melody Generation

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Music is an integral part of human culture, embodying human intelligence and creativity, of which songs compose an essential part. While various aspects of song generation have been explored by previous works, such as singing voice, vocal…

The field of AI-assisted music creation has made significant strides, yet existing systems often struggle to meet the demands of iterative and nuanced music production. These challenges include providing sufficient control over the…

Sound · Computer Science 2024-11-22 Yixiao Zhang

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…

Computation and Language · Computer Science 2024-09-24 Tracy Cai , Wilson Liang , Donte Townes

A song is a combination of singing voice and accompaniment. However, existing works focus on singing voice synthesis and music generation independently. Little attention was paid to explore song synthesis. In this work, we propose a novel…

Audio and Speech Processing · Electrical Eng. & Systems 2024-05-21 Zhiqing Hong , Rongjie Huang , Xize Cheng , Yongqi Wang , Ruiqi Li , Fuming You , Zhou Zhao , Zhimeng Zhang

Recent advancements in song generation have shown promising results in generating songs from lyrics and/or global text prompts. However, most existing systems lack the ability to model the temporally varying attributes of songs, limiting…

Sound · Computer Science 2026-05-29 Pengfei Cai , Joanna Wang , Haorui Zheng , Xu Li , Zihao Ji , Teng Ma , Zhongliang Liu , Chen Zhang , Pengfei Wan

Diffusion models have shown promising results in cross-modal generation tasks, including text-to-image and text-to-audio generation. However, generating music, as a special type of audio, presents unique challenges due to limited…

Sound · Computer Science 2023-08-04 Ke Chen , Yusong Wu , Haohe Liu , Marianna Nezhurina , Taylor Berg-Kirkpatrick , Shlomo Dubnov

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…

Sound · Computer Science 2020-10-29 Yihao Chen , Alexander Lerch

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

Text-to-song (TTSong) is a music generation task that synthesizes accompanied singing voices. Current TTSong methods, inherited from singing voice synthesis (SVS), require melody-related information that can sometimes be impractical, such…

Audio and Speech Processing · Electrical Eng. & Systems 2024-07-03 Ruiqi Li , Zhiqing Hong , Yongqi Wang , Lichao Zhang , Rongjie Huang , Siqi Zheng , Zhou Zhao

Controllable music generation plays a vital role in human-AI music co-creation. While Large Language Models (LLMs) have shown promise in generating high-quality music, their focus on autoregressive generation limits their utility in music…

Sound · Computer Science 2024-10-08 Liwei Lin , Gus Xia , Yixiao Zhang , Junyan Jiang

While Large Language Models (LLMs) make symbolic music generation increasingly accessible, producing music with distinctive composition and rich expressiveness remains a significant challenge. Many studies have introduced emotion models to…

Sound · Computer Science 2025-11-19 Dengyun Huang , Yonghua Zhu

We describe a proof-of-principle implementation of a system for drawing melodies that abstracts away from a note-level input representation via melodic contours. The aim is to allow users to express their musical intentions without…

Sound · Computer Science 2023-05-22 Tashi Namgyal , Peter Flach , Raul Santos-Rodriguez

Practicing conversations with large language models (LLMs) presents a promising alternative to traditional in-person language learning. However, most LLMs generate text at a near-native level of complexity, making them ill-suited for first…

Computation and Language · Computer Science 2026-02-19 Meiqing Jin , Liam Dugan , Chris Callison-Burch

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

At present, neural network models show powerful sequence prediction ability and are used in many automatic composition models. In comparison, the way humans compose music is very different from it. Composers usually start by creating…

Sound · Computer Science 2024-10-18 Yutian Wang , Wanyin Yang , Zhenrong Dai , Yilong Zhang , Kun Zhao , Hui Wang

In this paper, we introduce Story2MIDI, a sequence-to-sequence Transformer-based model for generating emotion-aligned music from a given piece of text. To develop this model, we construct the Story2MIDI dataset by merging existing datasets…

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,…

Computation and Language · Computer Science 2019-06-25 Xu Lu , Jie Wang , Bojin Zhuang , Shaojun Wang , Jing Xiao

Diffusion and flow-matching models have revolutionized automatic text-to-audio generation in recent times. These models are increasingly capable of generating high quality and faithful audio outputs capturing to speech and acoustic events.…

The Song Generation task aims to synthesize music composed of vocals and accompaniment from given lyrics. While the existing method, Jukebox, has explored this task, its constrained control over the generations often leads to deficiency in…

Sound · Computer Science 2024-09-11 Shuochen Gao , Shun Lei , Fan Zhuo , Hangyu Liu , Feng Liu , Boshi Tang , Qiaochu Huang , Shiyin Kang , Zhiyong Wu

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…

Computation and Language · Computer Science 2024-05-09 Tommaso Pasini , Alejo López-Ávila , Husam Quteineh , Gerasimos Lampouras , Jinhua Du , Yubing Wang , Ze Li , Yusen Sun