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Human language is firstly spoken and only secondarily written. Text, however, is a very convenient and efficient representation of language, and modern civilization has made it ubiquitous. Thus the field of NLP has overwhelmingly focused on…

Computation and Language · Computer Science 2023-05-24 Grzegorz Chrupała

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

Natural language processing (NLP) researchers develop models of grammar, meaning and communication based on written text. Due to task and data differences, what is considered text can vary substantially across studies. A conceptual…

Computation and Language · Computer Science 2023-05-18 Ilia Kuznetsov , Iryna Gurevych

The current wave of deep learning (the hyper-vitamined return of artificial neural networks) applies not only to traditional statistical machine learning tasks: prediction and classification (e.g., for weather prediction and pattern…

Audio and Speech Processing · Electrical Eng. & Systems 2020-10-07 Jean-Pierre Briot

Evidence-based medicine (EBM) is at the forefront of modern healthcare, emphasizing the use of the best available scientific evidence to guide clinical decisions. Due to the sheer volume and rapid growth of medical literature and the high…

Computation and Language · Computer Science 2025-05-29 Zihan Xu , Haotian Ma , Gongbo Zhang , Yihao Ding , Chunhua Weng , Yifan Peng

The field of Natural Language Processing (NLP) is growing rapidly, with new research published daily along with an abundance of tutorials, codebases and other online resources. In order to learn this dynamic field or stay up-to-date on the…

Computation and Language · Computer Science 2018-05-15 Alexander R. Fabbri , Irene Li , Prawat Trairatvorakul , Yijiao He , Wei Tai Ting , Robert Tung , Caitlin Westerfield , Dragomir R. Radev

Over the past decade, extensive research efforts have been dedicated to the extraction of information from textual process descriptions. Despite the remarkable progress witnessed in natural language processing (NLP), information extraction…

Computation and Language · Computer Science 2024-07-29 Julian Neuberger , Lars Ackermann , Han van der Aa , Stefan Jablonski

While text mining and NLP research has been established for decades, there remain gaps in the literature that reports the use of these techniques in building real-world applications. For example, they typically look at single and sometimes…

Computation and Language · Computer Science 2023-01-10 Ziqi Zhang , Tomas Jasaitis , Richard Freeman , Rowida Alfrjani , Adam Funk

This project explores the application of Natural Language Processing (NLP) techniques to analyse United Nations General Assembly (UNGA) speeches. Using NLP allows for the efficient processing and analysis of large volumes of textual data,…

Computation and Language · Computer Science 2024-06-21 Mateusz Grzyb , Mateusz Krzyziński , Bartłomiej Sobieski , Mikołaj Spytek , Bartosz Pieliński , Daniel Dan , Anna Wróblewska

The utilization of deep learning techniques in generating various contents (such as image, text, etc.) has become a trend. Especially music, the topic of this paper, has attracted widespread attention of countless researchers.The whole…

Sound · Computer Science 2020-11-16 Shulei Ji , Jing Luo , Xinyu Yang

Our research explores the use of natural language processing (NLP) methods to automatically classify entities for the purpose of knowledge graph population and integration with food system ontologies. We have created NLP models that can…

The proliferation of news media available online simultaneously presents a valuable resource and significant challenge to analysts aiming to profile and understand social and cultural trends in a geographic location of interest. While an…

Computation and Language · Computer Science 2021-08-18 A. Bock , A. Palladino , S. Smith-Heisters , I. Boardman , E. Pellegrini , E. J. Bienenstock , A. Valenti

Most of the knowledge in materials science literature is in the form of unstructured data such as text and images. Here, we present a framework employing natural language processing, which automates text and image comprehension and…

Digital Libraries · Computer Science 2021-01-06 Vineeth Venugopal , Sourav Sahoo , Mohd Zaki , Manish Agarwal , Nitya Nand Gosvami , N. M. Anoop Krishnan

Current approaches to computational lexicology in language technology are knowledge-based (competence-oriented) and try to abstract away from specific formalisms, domains, and applications. This results in severe complexity, acquisition and…

cmp-lg · Computer Science 2008-02-03 Walter Daelemans

We describe our ongoing research that centres on the application of natural language processing (NLP) to software engineering and systems development activities. In particular, this paper addresses the use of NLP in the requirements…

Computation and Language · Computer Science 2014-07-24 S. G. Macdonell , K. Min , A. M. Connor

Content analysis of scientific publications is a nontrivial task, but a useful and important one for scientific information services. In the Gutenberg era it was a domain of human experts; in the digital age many machine-based methods,…

Digital Libraries · Computer Science 2014-06-12 Ulf Schöneberg , Wolfram Sperber

Natural Language Processing (NLP) is a branch of artificial intelligence that gives machines the ability to decode human languages. Partof-speech tagging (POS tagging) is a pre-processing task that requires an annotated corpus. Rule-based…

Computation and Language · Computer Science 2021-11-01 Zied Baklouti

Convolutional neural networks (CNNs) have been successfully applied on both discriminative and generative modeling for music-related tasks. For a particular task, the trained CNN contains information representing the decision making or the…

Sound · Computer Science 2017-06-30 S. Geng , G. Ren , M. Ogihara

We investigate the question of whether advances in NLP over the last few years make it possible to vastly increase the size of data usable for research in historical syntax. This brings together many of the usual tools in NLP - word…

Computation and Language · Computer Science 2020-02-26 Seth Kulick , Neville Ryant

Obtaining human-like performance in NLP is often argued to require compositional generalisation. Whether neural networks exhibit this ability is usually studied by training models on highly compositional synthetic data. However,…

Computation and Language · Computer Science 2022-04-01 Verna Dankers , Elia Bruni , Dieuwke Hupkes