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NLP models have progressed drastically in recent years, according to numerous datasets proposed to evaluate performance. Questions remain, however, about how particular dataset design choices may impact the conclusions we draw about model…

计算与语言 · 计算机科学 2023-10-27 Kaiser Sun , Adina Williams , Dieuwke Hupkes

Existing methods for expressive music performance rendering rely on supervised learning over small labeled datasets, which limits scaling of both data volume and model size, despite the availability of vast unlabeled music, as in vision and…

声音 · 计算机科学 2025-12-03 Hong-Jie You , Jie-Jing Shao , Xiao-Wen Yang , Lin-Han Jia , Lan-Zhe Guo , Yu-Feng Li

One of the main limitations in the field of audio signal processing is the lack of large public datasets with audio representations and high-quality annotations due to restrictions of copyrighted commercial music. We present Melon Playlist…

This research report presents a proof-of-concept study on the application of machine learning techniques to video and speech data collected during diagnostic cognitive assessments of children with a neurodevelopmental disorder. The study…

人机交互 · 计算机科学 2023-12-20 Giulio Falcioni , Alexandra Georgescu , Emilia Molimpakis , Lev Gottlieb , Taylor Kuhn , Stefano Goria

This paper describes a novel dataset consisting of sentences with semantic similarity annotations. The data originate from the journalistic domain in the Czech language. We describe the process of collecting and annotating the data in…

计算与语言 · 计算机科学 2022-01-24 Jakub Sido , Michal Seják , Ondřej Pražák , Miloslav Konopík , Václav Moravec

Symbolic music datasets with matched scores and performances are essential for many music information retrieval (MIR) tasks. Yet, existing resources often cover a narrow range of composers, lack performance variety, omit note-level…

声音 · 计算机科学 2026-05-08 Ilya Borovik

Estimating piano dynamic from audio recordings is a fundamental challenge in computational music analysis. In this paper, we propose an efficient multi-task network that jointly predicts dynamic levels, change points, beats, and downbeats…

音频与语音处理 · 电气工程与系统科学 2026-02-04 Zhanhong He , Hanyu Meng , David Huang , Roberto Togneri

Learning behavior of simple perceptrons is analyzed for a teacher-student scenario in which output labels are provided by a teacher network for a set of possibly correlated input patterns, and such that teacher and student networks are of…

无序系统与神经网络 · 物理学 2016-12-15 Takashi Shinzato , Yoshiyuki Kabashima

Education has a significant impact on both society and personal life. With the development of technology, online education has been growing rapidly over the past decade. While there are several online education studies on student behavior…

机器学习 · 计算机科学 2020-12-04 Wen Wang , Honglei Zhuang , Mi Zhou , Hanyu Liu , Beibei Li

Prepared domain specific datasets plays an important role to supervised learning approaches. In this article a new sentence dataset for software quality-in-use is proposed. Three experts were chosen to annotate the data using a proposed…

软件工程 · 计算机科学 2015-09-21 Issa Atoum , Chih How Bong , Narayanan Kulathuramaiyer

This study introduces a novel method that employs tag annotation coupled with the ChatGPT language model to analyze student learning behaviors and generate personalized feedback. Central to this approach is the conversion of complex student…

人工智能 · 计算机科学 2025-01-14 Yizhou Zhou , Mengqiao Zhang , Yuan-Hao Jiang , Xinyu Gao , Naijie Liu , Bo Jiang

In this research, we aim to compare the performance of different classical machine learning models and neural networks in identifying the frequency of occurrence of each digit in a given number. It has various applications in machine…

机器学习 · 计算机科学 2024-02-01 Padmaksh Khandelwal

How can an end-user provide feedback if a deployed structured prediction model generates inconsistent output, ignoring the structural complexity of human language? This is an emerging topic with recent progress in synthetic or constrained…

人工智能 · 计算机科学 2021-12-17 Niket Tandon , Aman Madaan , Peter Clark , Keisuke Sakaguchi , Yiming Yang

The multimodal nature of music performance has driven increasing interest in data beyond the audio domain within the music information retrieval (MIR) community. This paper introduces PianoVAM, a comprehensive piano performance dataset that…

声音 · 计算机科学 2025-09-11 Yonghyun Kim , Junhyung Park , Joonhyung Bae , Kirak Kim , Taegyun Kwon , Alexander Lerch , Juhan Nam

We recorded and preprocessed ZuCo 2.0, a new dataset of simultaneous eye-tracking and electroencephalography during natural reading and during annotation. This corpus contains gaze and brain activity data of 739 sentences, 349 in a normal…

计算与语言 · 计算机科学 2020-03-10 Nora Hollenstein , Marius Troendle , Ce Zhang , Nicolas Langer

We introduce GAPS (Guitar-Aligned Performance Scores), a new dataset of classical guitar performances, and a benchmark guitar transcription model that achieves state-of-the-art performance on GuitarSet in both supervised and zero-shot…

声音 · 计算机科学 2024-09-02 Xavier Riley , Zixun Guo , Drew Edwards , Simon Dixon

We present an analysis of a dataset of audio metrics and aesthetic considerations about mixes and masters provided by the web platform MixCheck studio. The platform is designed for educational purposes, primarily targeting amateur music…

声音 · 计算机科学 2024-12-05 Angeliki Mourgela , Elio Quinton , Spyridon Bissas , Joshua D. Reiss , David Ronan

Large language models (LLMs) increasingly generate formative feedback for students, yet little is known about how teachers revise this feedback before it reaches learners. Teachers' revisions shape what students receive, making revision…

计算与语言 · 计算机科学 2026-03-31 Conrad Borchers , Luiz Rodrigues , Newarney Torrezão da Costa , Cleon Xavier , Rafael Ferreira Mello

The way we perceive a sound depends on many aspects-- its ecological frequency, acoustic features, typicality, and most notably, its identified source. In this paper, we present the HCU400: a dataset of 402 sounds ranging from easily…

音频与语音处理 · 电气工程与系统科学 2019-11-14 Ishwarya Ananthabhotla , David B. Ramsay , Joseph A. Paradiso

When songs are composed or performed, there is often an intent by the singer/songwriter of expressing feelings or emotions through it. For humans, matching the emotiveness in a musical composition or performance with the subjective…