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Related papers: Lyricist-Singer Entropy Affects Lyric-Lyricist Cla…

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Music affects and in some cases reflects one's emotional state. Key to this influence is lyrics and their meaning in conjunction with the acoustic properties of the track. Recent work has focused on analysing these acoustic properties and…

Computation and Language · Computer Science 2021-09-16 Jaidev Shriram , Sreeharsha Paruchuri , Vinoo Alluri

This study explores the association between music preferences and moral values by applying text analysis techniques to lyrics. Harvesting data from a Facebook-hosted application, we align psychometric scores of 1,386 users to lyrics from…

Computers and Society · Computer Science 2024-08-27 Vjosa Preniqi , Kyriaki Kalimeri , Charalampos Saitis

In musical compositions that include vocals, lyrics significantly contribute to artistic expression. Consequently, previous studies have introduced the concept of a recommendation system that suggests lyrics similar to a user's favorites or…

Computation and Language · Computer Science 2024-08-28 Haven Kim , Taketo Akama

We employ Natural Language Processing techniques to analyse 377808 English song lyrics from the "Two Million Song Database" corpus, focusing on the expression of sexism across five decades (1960-2010) and the measurement of gender biases.…

Computers and Society · Computer Science 2023-05-03 Lorenzo Betti , Carlo Abrate , Andreas Kaltenbrunner

Identifying singers is an important task with many applications. However, the task remains challenging due to many issues. One major issue is related to the confounding factors from the background instrumental music that is mixed with the…

Sound · Computer Science 2020-02-18 Tsung-Han Hsieh , Kai-Hsiang Cheng , Zhe-Cheng Fan , Yu-Ching Yang , Yi-Hsuan Yang

The central idea of this paper is to gain a deeper understanding of song lyrics computationally. We focus on two aspects: style and biases of song lyrics. All prior works to understand these two aspects are limited to manual analysis of a…

Information Retrieval · Computer Science 2019-07-19 Manash Pratim Barman , Amit Awekar , Sambhav Kothari

Interpretation of retrieved results is an important issue in music recommender systems, particularly from a user perspective. In this study, we investigate the methods for providing interpretability of content features using self-attention.…

Information Retrieval · Computer Science 2018-09-05 Seungjin Lee , Juheon Lee , Kyogu lee

The problem of pitch tracking has been extensively studied in the speech research community. The goal of this paper is to investigate how these techniques should be adapted to singing voice analysis, and to provide a comparative evaluation…

Sound · Computer Science 2020-01-01 Onur Babacan , Thomas Drugman , Nicolas d'Alessandro , Nathalie Henrich , Thierry Dutoit

Most music widely consumed in Western Countries contains song lyrics, with U.S. samples reporting almost all of their song libraries contain lyrics. In parallel, social science theory suggests that personal values - the abstract goals that…

Computation and Language · Computer Science 2024-08-26 Andrew M. Demetriou , Jaehun Kim , Sandy Manolios , Cynthia C. S. Liem

Significant strides have been made in creating voice identity representations using speech data. However, the same level of progress has not been achieved for singing voices. To bridge this gap, we suggest a framework for training singer…

Sound · Computer Science 2024-01-11 Bernardo Torres , Stefan Lattner , Gaël Richard

Lyrics transcription of polyphonic music is challenging because singing vocals are corrupted by the background music. To improve the robustness of lyrics transcription to the background music, we propose a strategy of combining the features…

Audio and Speech Processing · Electrical Eng. & Systems 2022-04-25 Xiaoxue Gao , Chitralekha Gupta , Haizhou Li

We attempt to recognize and track lyric words in lyric videos. Lyric video is a music video showing the lyric words of a song. The main characteristic of lyric videos is that the lyric words are shown at frames synchronously with the music.…

Computer Vision and Pattern Recognition · Computer Science 2020-06-23 Shota Sakaguchi , Jun Kato , Masataka Goto , Seiichi Uchida

Nowadays we are often faced with huge databases resulting from the rapid growth of data storage technologies. This is particularly true when dealing with music databases. In this context, it is essential to have techniques and tools able to…

Physics and Society · Physics 2012-03-27 H. V. Ribeiro , L. Zunino , R. S. Mendes , E. K. Lenzi

Lyrics play a crucial role in affecting and reinforcing emotional states by providing meaning and emotional connotations that interact with the acoustic properties of the music. Specific lyrical themes and emotions may intensify existing…

Information Retrieval · Computer Science 2024-08-29 Pavani Chowdary , Bhavyajeet Singh , Rajat Agarwal , Vinoo Alluri

Background music affects lyrics intelligibility of singing vocals in a music piece. Automatic lyrics alignment and transcription in polyphonic music are challenging tasks because the singing vocals are corrupted by the background music. In…

Audio and Speech Processing · Electrical Eng. & Systems 2019-10-23 Chitralekha Gupta , Emre Yılmaz , Haizhou Li

Lyric translation plays a pivotal role in amplifying the global resonance of music, bridging cultural divides, and fostering universal connections. Translating lyrics, unlike conventional translation tasks, requires a delicate balance…

Computation and Language · Computer Science 2023-08-29 Haven Kim , Kento Watanabe , Masataka Goto , Juhan Nam

Music summarization allows for higher efficiency in processing, storage, and sharing of datasets. Machine-oriented approaches, being agnostic to human consumption, optimize these aspects even further. Such summaries have already been…

Information Retrieval · Computer Science 2021-12-13 Francisco Raposo , David Martins de Matos , Ricardo Ribeiro

Data is the cornerstone of large language models (LLMs), but not all data is useful for model learning. Carefully selected data can better elicit the capabilities of LLMs with much less computational overhead. Most methods concentrate on…

Machine Learning · Computer Science 2024-07-12 Mingjia Yin , Chuhan Wu , Yufei Wang , Hao Wang , Wei Guo , Yasheng Wang , Yong Liu , Ruiming Tang , Defu Lian , Enhong Chen

Polyphonic music files were analyzed using the set of symbols that produced the Minimal Entropy Description which we call the Fundamental Scale. This allowed us to create a novel space to represent music pieces by developing: a) a method to…

Sound · Computer Science 2017-01-13 Gerardo Febres , Klaus Jaffe

In this paper, a method is proposed to detect the emotion of a song based on its lyrical and audio features. Lyrical features are generated by segmentation of lyrics during the process of data extraction. ANEW and WordNet knowledge is then…

Computation and Language · Computer Science 2015-06-17 Adit Jamdar , Jessica Abraham , Karishma Khanna , Rahul Dubey
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