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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

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…

With the rise of video production and social media, speech editing has become crucial for creators to address issues like mispronunciations, missing words, or stuttering in audio recordings. This paper explores text-based speech editing…

声音 · 计算机科学 2024-07-25 Tobias Kässmann , Yining Liu , Danni Liu

Code is seldom written in a single left-to-right pass and is instead repeatedly edited and refined. We introduce InCoder, a unified generative model that can perform program synthesis (via left-to-right generation) as well as editing (via…

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

While most music generation models use textual or parametric conditioning (e.g. tempo, harmony, musical genre), we propose to condition a language model based music generation system with audio input. Our exploration involves two distinct…

声音 · 计算机科学 2024-07-31 Simon Rouard , Yossi Adi , Jade Copet , Axel Roebel , Alexandre Défossez

Large language models have achieved significant success in various domains, yet their understanding of lyric-centric knowledge has not been fully explored. In this work, we first introduce PlaylistSense, a dataset to evaluate the playlist…

计算与语言 · 计算机科学 2026-01-06 Jiani Guo , Jiajia Li , Jie Wu , Zuchao Li , Yujiu Yang , Ping Wang

Automatic lyrics to polyphonic audio alignment is a challenging task not only because the vocals are corrupted by background music, but also there is a lack of annotated polyphonic corpus for effective acoustic modeling. In this work, we…

音频与语音处理 · 电气工程与系统科学 2019-06-26 Chitralekha Gupta , Emre Yılmaz , Haizhou Li

Lyric-to-melody generation is a highly challenging task in the field of AI music generation. Due to the difficulty of learning strict yet weak correlations between lyrics and melodies, previous methods have suffered from weak…

音频与语音处理 · 电气工程与系统科学 2025-01-16 Li Chai , Donglin Wang

Programming languages are emerging as a challenging and interesting domain for machine learning. A core task, which has received significant attention in recent years, is building generative models of source code. However, to our knowledge,…

机器学习 · 计算机科学 2019-04-08 Rui Zhao , David Bieber , Kevin Swersky , Daniel Tarlow

This paper presents a high quality singing synthesizer that is able to model a voice with limited available recordings. Based on the sequence-to-sequence singing model, we design a multi-singer framework to leverage all the existing singing…

音频与语音处理 · 电气工程与系统科学 2020-06-19 Jie Wu , Jian Luan

Aesthetics serve as an implicit and important criterion in song generation tasks that reflect human perception beyond objective metrics. However, evaluating the aesthetics of generated songs remains a fundamental challenge, as the…

音频与语音处理 · 电气工程与系统科学 2025-05-19 Jixun Yao , Guobin Ma , Huixin Xue , Huakang Chen , Chunbo Hao , Yuepeng Jiang , Haohe Liu , Ruibin Yuan , Jin Xu , Wei Xue , Hao Liu , Lei Xie

There are many use cases in singing synthesis where creating voices from small amounts of data is desirable. In text-to-speech there have been several promising results that apply voice cloning techniques to modern deep learning based…

声音 · 计算机科学 2019-02-21 Merlijn Blaauw , Jordi Bonada , Ryunosuke Daido

With the goal of building a system capable of controllable symbolic music loop generation and editing, this paper explores a generalisation of Masked Language Modelling we call Superposed Language Modelling. Rather than input tokens being…

声音 · 计算机科学 2024-08-06 Nicolas Jonason , Luca Casini , Bob L. T. Sturm

We present a wav-to-wav generative model for the task of singing voice conversion from any identity. Our method utilizes both an acoustic model, trained for the task of automatic speech recognition, together with melody extracted features…

音频与语音处理 · 电气工程与系统科学 2020-08-10 Adam Polyak , Lior Wolf , Yossi Adi , Yaniv Taigman

Although current text-guided music generation technology can cope with simple creative scenarios, achieving fine-grained control over individual text-modality conditions remains challenging as user demands become more intricate.…

声音 · 计算机科学 2024-08-12 Jialing Zou , Jiahao Mei , Xudong Nan , Jinghua Li , Daoguo Dong , Liang He

Visual and acoustic events in the physical world are inherently coupled, yet existing video editing methods typically adopt decoupled pipelines, lacking bidirectional modality interaction. This results in two key limitations: (i)…

计算机视觉与模式识别 · 计算机科学 2026-05-26 Sen Liang , Cong Wang , Fengbin Guan , Zhentao Yu , Yiting Lu , Yuanzhi Wang , Yuan Zhou , Xin Li , Zhibo Chen

We introduce Seed-Music, a suite of music generation systems capable of producing high-quality music with fine-grained style control. Our unified framework leverages both auto-regressive language modeling and diffusion approaches to support…

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 subjective evaluation of music generation techniques has been mostly done with questionnaire-based listening tests while ignoring the perspectives from music composition, arrangement, and soundtrack editing. In this paper, we propose an…

声音 · 计算机科学 2021-10-26 Wei-Tsung Lu , Meng-Hsuan Wu , Yuh-Ming Chiu , Li Su