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Automatic music transcription (AMT) aims to infer a latent symbolic representation of a piece of music (piano-roll), given a corresponding observed audio recording. Transcribing polyphonic music (when multiple notes are played…

Machine Learning · Statistics 2018-11-19 Pablo A. Alvarado , Dan Stowell

Pansori is one of the most representative vocal genres of Korean traditional music, which has an elaborated vocal melody line with strong vibrato. Although the music is transmitted orally without any music notation, transcribing pansori…

Sound · Computer Science 2024-10-18 Sangheon Park , Danbinaerin Han , Dasaem Jeong

Multimodal systems have great potential to assist humans in procedural activities, where people follow instructions to achieve their goals. Despite diverse application scenarios, systems are typically evaluated on traditional classification…

Computation and Language · Computer Science 2025-11-05 Kimihiro Hasegawa , Wiradee Imrattanatrai , Zhi-Qi Cheng , Masaki Asada , Susan Holm , Yuran Wang , Ken Fukuda , Teruko Mitamura

In this work, we introduce musif, a Python package that facilitates the automatic extraction of features from symbolic music scores. The package includes the implementation of a large number of features, which have been developed by a team…

Sound · Computer Science 2026-01-21 Ana Llorens , Federico Simonetta , Martín Serrano , Álvaro Torrente

The I-Ching is one of the most influential texts in Chinese intellectual history, integrating divination, cosmology, and ethical reflection. While Western experimental music, most notably John Cage, has drawn on the I-Ching as a source of…

Multimedia · Computer Science 2026-05-21 Ling Qi , Aleksandra Teng Ma , Alexandria Smith

We present the findings of a pilot-study that analysed the role of haptic feedback in a musical context. To examine the role of haptics in Digital Musical Instrument (DMI) design an experiment was formulated to measure the users' perception…

Human-Computer Interaction · Computer Science 2020-10-26 Gareth W. Young , David Murphy , Jeffrey Weeter

Pitch is a foundational aspect of our perception of audio signals. Pitch contours are commonly used to analyze speech and music signals and as input features for many audio tasks, including music transcription, singing voice synthesis, and…

Audio and Speech Processing · Electrical Eng. & Systems 2024-08-13 Max Morrison , Caedon Hsieh , Nathan Pruyne , Bryan Pardo

Crosstalk is a traditional Chinese theatrical performance art. It is commonly performed by two performers in the form of a dialogue. With the typical features of dialogues, crosstalks are also designed to be hilarious for the purpose of…

Computation and Language · Computer Science 2022-09-07 Baizhou Huang , Shikang Du , Xiaojun Wan

Objective: To build a comprehensive corpus covering syntactic and semantic annotations of Chinese clinical texts with corresponding annotation guidelines and methods as well as to develop tools trained on the annotated corpus, which…

Computation and Language · Computer Science 2016-11-09 Bin He , Bin Dong , Yi Guan , Jinfeng Yang , Zhipeng Jiang , Qiubin Yu , Jianyi Cheng , Chunyan Qu

Self-attention is an attention mechanism that learns a representation by relating different positions in the sequence. The transformer, which is a sequence model solely based on self-attention, and its variants achieved state-of-the-art…

Sound · Computer Science 2019-06-13 Minz Won , Sanghyuk Chun , Xavier Serra

Long-form question answering (LFQA) aims at answering complex, open-ended questions with detailed, paragraph-length responses. The de facto paradigm of LFQA necessitates two procedures: information retrieval, which searches for relevant…

Computation and Language · Computer Science 2023-05-24 Yujia Qin , Zihan Cai , Dian Jin , Lan Yan , Shihao Liang , Kunlun Zhu , Yankai Lin , Xu Han , Ning Ding , Huadong Wang , Ruobing Xie , Fanchao Qi , Zhiyuan Liu , Maosong Sun , Jie Zhou

Connecting large libraries of digitized audio recordings to their corresponding sheet music images has long been a motivation for researchers to develop new cross-modal retrieval systems. In recent years, retrieval systems based on…

Information Retrieval · Computer Science 2019-06-27 Stefan Balke , Matthias Dorfer , Luis Carvalho , Andreas Arzt , Gerhard Widmer

Generating musical audio directly with neural networks is notoriously difficult because it requires coherently modeling structure at many different timescales. Fortunately, most music is also highly structured and can be represented as…

While automatic music transcription is well-established in music information retrieval, most models are limited to transcribing pitch and timing information from audio, and thus omit crucial expressive and instrument-specific nuances. One…

Sound · Computer Science 2026-02-04 Ting-Kang Wang , Yueh-Po Peng , Li Su , Vincent K. M. Cheung

With the rapid advancement of natural language processing (NLP) technologies, the demand for high-quality Chinese document question-answering datasets is steadily growing. To address this issue, we present the Chinese Multi-Document…

Computation and Language · Computer Science 2025-11-06 Jing Gao , Shutiao Luo , Yumeng Liu , Yuanming Li , Hongji Zeng

Real-time tracking of the position of a musical performance on a musical score, i.e. score following, can be useful in music practice, performance and production. Example applications of such technology include computer-aided accompaniment…

Sound · Computer Science 2022-05-09 Lin Hao Lee

Automatic Music Transcription (AMT) -- the task of converting music audio into note representations -- has seen rapid progress, driven largely by deep learning systems. Due to the limited availability of richly annotated music datasets,…

Sound · Computer Science 2026-01-27 Lukáš Samuel Marták , Patricia Hu , Gerhard Widmer

This paper introduces a new large-scale music dataset, MusicNet, to serve as a source of supervision and evaluation of machine learning methods for music research. MusicNet consists of hundreds of freely-licensed classical music recordings…

Machine Learning · Statistics 2017-04-07 John Thickstun , Zaid Harchaoui , Sham Kakade

Metaphor is a prominent linguistic device in human language and literature, as they add color, imagery, and emphasis to enhance effective communication. This paper introduces a large-scale high quality annotated Chinese Metaphor Corpus,…

Computation and Language · Computer Science 2024-02-22 Yujie Shao , Xinrong Yao , Xingwei Qu , Chenghua Lin , Shi Wang , Stephen W. Huang , Ge Zhang , Jie Fu

We present a polyphonic MIDI score-following algorithm capable of following performances with arbitrary repeats and skips, based on a probabilistic model of musical performances. It is attractive in practical applications of score following…

Artificial Intelligence · Computer Science 2014-07-08 Eita Nakamura , Tomohiko Nakamura , Yasuyuki Saito , Nobutaka Ono , Shigeki Sagayama
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