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Spoken content processing (such as retrieval and browsing) is maturing, but the singing content is still almost completely left out. Songs are human voice carrying plenty of semantic information just as speech, and may be considered as a…

Sound · Computer Science 2018-04-17 Che-Ping Tsai , Yi-Lin Tuan , Lin-shan Lee

Evaluating song aesthetics is challenging due to the multidimensional nature of musical perception and the scarcity of labeled data. We propose HEAR, a robust music aesthetic evaluation framework that combines: (1) a multi-source…

Sound · Computer Science 2026-01-01 Shuyang Liu , Yuan Jin , Rui Lin , Shizhe Chen , Junyu Dai , Tao Jiang

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

Understanding complete musical scores entails integrated reasoning over pitch, rhythm, harmony, and large-scale structure, yet the ability of Large Language Models and Vision--Language Models to interpret full musical notation remains…

This dissertation proposes the study of multimodal learning in the context of musical signals. Throughout, we focus on the interaction between audio signals and text information. Among the many text sources related to music that can be used…

Sound · Computer Science 2021-11-01 Gabriel Meseguer-Brocal

Lexical semantic typology has identified important cross-linguistic generalizations about the variation and commonalities in polysemy patterns---how languages package up meanings into words. Recent computational research has enabled…

Computation and Language · Computer Science 2020-06-04 Ella Rabinovich , Yang Xu , Suzanne Stevenson

This numeric evaluation of string metric accuracy is based on the following idea: taking the paragraph of text in one language sort all paragraphs of the document in other language by similarity with given paragraph string and consider…

Information Retrieval · Computer Science 2019-02-22 Sergej V. Znamenskij

Image is usually taken for expressing some kinds of emotions or purposes, such as love, celebrating Christmas. There is another better way that combines the image and relevant song to amplify the expression, which has drawn much attention…

Computer Vision and Pattern Recognition · Computer Science 2017-08-22 Xuelong Li , Di Hu , Xiaoqiang Lu

This paper summarises the current state-of-the art in the study of compositionality in distributional semantics, and major challenges for this area. We single out generalised quantifiers and intensional semantics as areas on which to focus…

Computation and Language · Computer Science 2012-07-11 Daoud Clarke

This paper presents a benchmark for singing voice enhancement. The development of singing voice enhancement is limited by the lack of realistic evaluation data. To address this gap, this paper introduces SingVERSE, the first real-world…

Sound · Computer Science 2025-09-26 Shaohan Jiang , Junan Zhang , Yunjia Zhang , Jing Yang , Fan Fan , Zhizheng Wu

Large language models (LLMs) provide detailed and impressive responses to queries in English. However, are they really consistent at responding to the same query in other languages? The popular way of evaluating for multilingual performance…

Computation and Language · Computer Science 2025-05-29 Ashim Gupta , Maitrey Mehta , Zhichao Xu , Vivek Srikumar

We develop a quantitative method to assess the style of American poems and to visualize a collection of poems in relation to one another. Qualitative poetry criticism helped guide our development of metrics that analyze various…

Computation and Language · Computer Science 2023-10-17 David M. Kaplan , David M. Blei

Recent automatic lyrics transcription (ALT) approaches focus on building stronger acoustic models or in-domain language models, while the pronunciation aspect is seldom touched upon. This paper applies a novel computational analysis on the…

Information Retrieval · Computer Science 2021-06-22 Emir Demirel , Sven Ahlback , Simon Dixon

English is the international standard of social research, but scholars are increasingly conscious of their responsibility to meet the need for scholarly insight into communication processes globally. This tension is as true in computational…

Computation and Language · Computer Science 2023-01-23 Edward W. Chew , William D. Weisman , Jingying Huang , Seth Frey

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…

Audio and Speech Processing · Electrical Eng. & Systems 2025-01-16 Li Chai , Donglin Wang

Version identification (VI) has seen substantial progress over the past few years. On the one hand, the introduction of the metric learning paradigm has favored the emergence of scalable yet accurate VI systems. On the other hand, using…

Sound · Computer Science 2022-10-05 Mathilde Abrassart , Guillaume Doras

Decisions by Machine Learning (ML) models have become ubiquitous. Trusting these decisions requires understanding how algorithms take them. Hence interpretability methods for ML are an active focus of research. A central problem in this…

Machine Learning · Computer Science 2019-01-25 Philipp Schmidt , Felix Biessmann

Towards improving the performance in various music information processing tasks, recent studies exploit different modalities able to capture diverse aspects of music. Such modalities include audio recordings, symbolic music scores,…

Multimedia · Computer Science 2019-02-15 Federico Simonetta , Stavros Ntalampiras , Federico Avanzini

In recent years, the accuracy of automatic lyrics alignment methods has increased considerably. Yet, many current approaches employ frameworks designed for automatic speech recognition (ASR) and do not exploit properties specific to music.…

Sound · Computer Science 2022-02-04 Jiawen Huang , Emmanouil Benetos , Sebastian Ewert

In this paper, we introduce the Eval4NLP-2021shared task on explainable quality estimation. Given a source-translation pair, this shared task requires not only to provide a sentence-level score indicating the overall quality of the…

Computation and Language · Computer Science 2021-10-12 Marina Fomicheva , Piyawat Lertvittayakumjorn , Wei Zhao , Steffen Eger , Yang Gao