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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…

Sound · Computer Science 2023-06-06 Zhe Zhang , Yi Yu , Atsuhiro Takasu

The music genre perception expressed through human annotations of artists or albums varies significantly across language-bound cultures. These variations cannot be modeled as mere translations since we also need to account for cultural…

Computation and Language · Computer Science 2020-11-17 Elena V. Epure , Guillaume Salha , Manuel Moussallam , Romain Hennequin

While there is increasing concern about the interpretability of neural models, the evaluation of interpretability remains an open problem, due to the lack of proper evaluation datasets and metrics. In this paper, we present a novel…

Computation and Language · Computer Science 2022-11-16 Lijie Wang , Yaozong Shen , Shuyuan Peng , Shuai Zhang , Xinyan Xiao , Hao Liu , Hongxuan Tang , Ying Chen , Hua Wu , Haifeng Wang

Sixty participants provided dissimilarity ratings between various singing techniques. Multidimensional scaling, class averaging and clustering techniques were used to analyse timbral spaces and how they change between different singers,…

Sound · Computer Science 2021-11-17 Brendan O'Connor , Simon Dixon , George Fazekas

Music is an expressive form of communication often used to convey emotion in scenarios where "words are not enough". Part of this information lies in the musical composition where well-defined language exists. However, a significant amount…

Sound · Computer Science 2017-08-14 Iman Malik , Carl Henrik Ek

Previous work has considered token overlap, or even similarity of token distributions, as predictors for multilinguality and cross-lingual knowledge transfer in language models. However, these very literal metrics assign large distances to…

Computation and Language · Computer Science 2025-02-11 Katharina Hämmerl , Tomasz Limisiewicz , Jindřich Libovický , Alexander Fraser

Previous approaches in singer identification have used one of monophonic vocal tracks or mixed tracks containing multiple instruments, leaving a semantic gap between these two domains of audio. In this paper, we present a system to learn a…

Sound · Computer Science 2019-06-27 Kyungyun Lee , Juhan Nam

Machine Translation (MT) evaluation metrics assess translation quality automatically. Recently, researchers have employed MT metrics for various new use cases, such as data filtering and translation re-ranking. However, most MT metrics…

Computation and Language · Computer Science 2024-10-08 Stefano Perrella , Lorenzo Proietti , Pere-Lluís Huguet Cabot , Edoardo Barba , Roberto Navigli

We introduce Voices of Civilizations, the first multilingual QA benchmark for evaluating audio LLMs' cultural comprehension on full-length music recordings. Covering 380 tracks across 38 languages, our automated pipeline yields 1,190…

Sound · Computer Science 2026-03-03 Shangda Wu , Ziya Zhou , Yongyi Zang , Yutong Zheng , Dafang Liang , Ruibin Yuan , Qiuqiang Kong

Simultaneous speech translation (SimulST) systems must balance translation quality with response time, making latency measurement crucial for evaluating their real-world performance. However, there has been a longstanding belief that…

Computation and Language · Computer Science 2024-10-22 Xi Xu , Wenda Xu , Siqi Ouyang , Lei 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…

Sound · Computer Science 2021-02-19 Emir Demirel , Sven Ahlbäck , Simon Dixon

Unison singing is the name given to an ensemble of singers simultaneously singing the same melody and lyrics. While each individual singer in a unison sings the same principle melody, there are slight timing and pitch deviations between the…

Audio and Speech Processing · Electrical Eng. & Systems 2020-09-22 Pritish Chandna , Helena Cuesta , Emilia Gómez

Sequence generation models are increasingly being used to translate natural language into programs, i.e. to perform executable semantic parsing. The fact that semantic parsing aims to predict programs that can lead to executed actions in…

Computation and Language · Computer Science 2023-07-10 Elias Stengel-Eskin , Benjamin Van Durme

Clinical language processing has received a lot of attention in recent years, resulting in new models or methods for disease phenotyping, mortality prediction, and other tasks. Unfortunately, many of these approaches are tested under…

Computation and Language · Computer Science 2022-09-30 Travis R. Goodwin , Dina Demner-Fushman

In this paper, we use the framework of neural machine translation to learn joint sentence representations across six very different languages. Our aim is that a representation which is independent of the language, is likely to capture the…

Computation and Language · Computer Science 2017-08-09 Holger Schwenk , Matthijs Douze

Music Information Retrieval (MIR) encompasses a broad range of computational techniques for analyzing and understanding musical content, with recent deep learning advances driving substantial improvements. Building upon these advances, this…

Sound · Computer Science 2025-09-24 Chih-Cheng Chang , Bo-Yu Chen , Lu-Rong Chen , Li Su

Language interpretation is a compositional process, in which the meaning of more complex linguistic structures is inferred from the meaning of their parts. Large language models possess remarkable language interpretation capabilities and…

Artificial Intelligence · Computer Science 2025-10-31 David Maria Schmidt , Raoul Schubert , Philipp Cimiano

We introduce a framework that recommends music based on the emotions of speech. In content creation and daily life, speech contains information about human emotions, which can be enhanced by music. Our framework focuses on a cross-domain…

Sound · Computer Science 2023-03-21 SeungHeon Doh , Minz Won , Keunwoo Choi , Juhan Nam

Language is a social phenomenon and variation is inherent to its social nature. Recently, there has been a surge of interest within the computational linguistics (CL) community in the social dimension of language. In this article we present…

Computation and Language · Computer Science 2016-04-07 Dong Nguyen , A. Seza Doğruöz , Carolyn P. Rosé , Franciska de Jong

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