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Hit song prediction, one of the emerging fields in music information retrieval (MIR), remains a considerable challenge. Being able to understand what makes a given song a hit is clearly beneficial to the whole music industry. Previous…

信息检索 · 计算机科学 2023-02-01 Mengyisong Zhao , Morgan Harvey , David Cameron , Frank Hopfgartner , Valerie J. Gillet

Sentiment or mood can express themselves on various levels in music. In automatic analysis, the actual audio data is usually analyzed, but the lyrics can also play a crucial role in the perception of moods. We first evaluate various models…

声音 · 计算机科学 2024-05-06 Lea Schaab , Anna Kruspe

Translating lyrics for musicals presents unique challenges due to the need to ensure high translation quality while adhering to singability requirements such as length and rhyme. Existing song translation approaches often prioritize these…

计算与语言 · 计算机科学 2024-10-31 Zhuorui Ye , Jinhan Li , Rongwu Xu

Flamenco singing is characterized by pitch instability, micro-tonal ornamentations, large vibrato ranges, and a high degree of melodic variability. These musical features make the automatic identification of flamenco singers a difficult…

音频与语音处理 · 电气工程与系统科学 2020-08-04 Aitor Arronte Alvarez , Francisco Gomez-Martin

Large language models (LLMs) are increasingly deployed in applications with societal impact, raising concerns about the cultural biases they encode. We probe these representations by evaluating whether LLMs can perform author profiling from…

计算与语言 · 计算机科学 2026-03-20 Valentin Lafargue , Ariel Guerra-Adames , Emmanuelle Claeys , Elouan Vuichard , Jean-Michel Loubes

We present an empirical study on embedding the lyrics of a song into a fixed-dimensional feature for the purpose of music tagging. Five methods of computing token-level and four methods of computing document-level representations are…

计算与语言 · 计算机科学 2021-12-22 Matt McVicar , Bruno Di Giorgi , Baris Dundar , Matthias Mauch

The task of determining item similarity is a crucial one in a recommender system. This constitutes the base upon which the recommender system will work to determine which items are more likely to be enjoyed by a user, resulting in more user…

机器学习 · 计算机科学 2017-04-13 Renato L. F. Cunha , Evandro Caldeira , Luciana Fujii

Lyrics transcription of polyphonic music is challenging as the background music affects lyrics intelligibility. Typically, lyrics transcription can be performed by a two-step pipeline, i.e. a singing vocal extraction front end, followed by…

音频与语音处理 · 电气工程与系统科学 2023-05-08 Xiaoxue Gao , Chitralekha Gupta , Haizhou Li

Lyrics alignment in long music recordings can be memory exhaustive when performed in a single pass. In this study, we present a novel method that performs audio-to-lyrics alignment with a low memory consumption footprint regardless of the…

声音 · 计算机科学 2021-02-19 Emir Demirel , Sven Ahlbäck , Simon Dixon

This work proposes and evaluates a novel approach to determine interesting categorical attributes for lists of entities. Once identified, such categories are of immense value to allow constraining (filtering) a current view of a user to…

数据库 · 计算机科学 2017-11-30 Koninika Pal , Sebastian Michel

Detecting music entities such as song titles or artist names is a useful application to help use cases like processing music search queries or analyzing music consumption on the web. Recent approaches incorporate smaller language models…

计算与语言 · 计算机科学 2024-12-17 Simon Hachmeier , Robert Jäschke

Entropy is a fundamental property of a repertoire. Here, we present an efficient algorithm to estimate the entropy of types with the help of Zhang's estimator. The algorithm takes advantage of the fact that the number of different…

计算与语言 · 计算机科学 2017-07-27 Antoni Lozano , Bernardino Casas , Chris Bentz , Ramon Ferrer-i-Cancho

It has been shown in a recent publication that words in human-produced English language tend to have an information content close to the conditional entropy. In this paper, we show that the same is true for events in human-produced…

声音 · 计算机科学 2022-11-24 Mathias Rose Bjare , Stefan Lattner

Systematic use of the published results of randomized clinical trials is increasingly important in evidence-based medicine. In order to collate and analyze the results from potentially numerous trials, evidence tables are used to represent…

计算与语言 · 计算机科学 2015-09-18 Antonio Trenta , Anthony Hunter , Sebastian Riedel

Cultural items like songs have an important impact in creating and reinforcing stereotypes, biases, and discrimination. But the actual nature of such items is often less transparent. Take songs, for example. Are lyrics biased against women?…

计算与语言 · 计算机科学 2022-01-11 Reihane Boghrati , Jonah Berger

A text-independent speaker recognition system relies on successfully encoding speech factors such as vocal pitch, intensity, and timbre to achieve good performance. A majority of such systems are trained and evaluated using spoken voice or…

音频与语音处理 · 电气工程与系统科学 2020-08-11 Anurag Chowdhury , Austin Cozzo , Arun Ross

Musicians and fans often produce lyric videos, a form of music videos that showcase the song's lyrics, for their favorite songs. However, making such videos can be challenging and time-consuming as the lyrics need to be added in synchrony…

人机交互 · 计算机科学 2023-08-30 Jiaju Ma , Anyi Rao , Li-Yi Wei , Rubaiat Habib Kazi , Hijung Valentina Shin , Maneesh Agrawala

The central idea of this paper is to demonstrate the strength of lyrics for music mining and natural language processing (NLP) tasks using the distributed representation paradigm. For music mining, we address two prediction tasks for songs:…

信息检索 · 计算机科学 2019-01-17 Manash Pratim Barman , Kavish Dahekar , Abhinav Anshuman , Amit Awekar

Despite the recent increase in research on artificial intelligence for music, prominent correlations between key components of lyrics and rhythm such as keywords, stressed syllables, and strong beats are not frequently studied. This is…

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

The task of classifying emotions within a musical track has received widespread attention within the Music Information Retrieval (MIR) community. Music emotion recognition has traditionally relied on the use of acoustic features, verbal…

声音 · 计算机科学 2021-06-15 Nicholas Farris , Brian Model , Richard Savery , Gil Weinberg