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Economic constraints, limited availability of datasets for reproducibility and shortages of specialized expertise have long been recognized as key challenges to the adoption and advancement of predictive maintenance (PdM) in the automotive…

Artificial Intelligence · Computer Science 2025-11-10 Valeriu Dimidov , Faisal Hawlader , Sasan Jafarnejad , Raphaël Frank

Rapid progress in natural language processing has led to its utilization in a variety of industrial and enterprise settings, including in its use for information extraction, specifically named entity recognition and relation extraction,…

Computation and Language · Computer Science 2021-08-13 Sharad Dixit , Varish Mulwad , Abhinav Saxena

Deriving operational intelligence from organizational data repositories is a key challenge due to the dichotomy of data confidentiality vs data integration objectives, as well as the limitations of Natural Language Processing (NLP) tools…

Computation and Language · Computer Science 2025-10-28 Kathleen P. Mealey , Jonathan A. Karr , Priscila Saboia Moreira , Paul R. Brenner , Charles F. Vardeman

Machine learning about language can be improved by supplying it with specific knowledge and sources of external information. We present here a new version of the linked open data resource ConceptNet that is particularly well suited to be…

Computation and Language · Computer Science 2018-12-12 Robyn Speer , Joshua Chin , Catherine Havasi

In the realm of document engineering and Natural Language Processing (NLP), the integration of digitally born catalogs into product design processes presents a novel avenue for enhancing information extraction and interoperability. This…

Systems and Control · Electrical Eng. & Systems 2024-08-16 Hasan Sinan Bank , Daniel R. Herber

The scale, variety, and quantity of publicly-available NLP datasets has grown rapidly as researchers propose new tasks, larger models, and novel benchmarks. Datasets is a community library for contemporary NLP designed to support this…

We classify and review current approaches to software infrastructure for research, development and delivery of NLP systems. The task is motivated by a discussion of current trends in the field of NLP and Language Engineering. We describe a…

cmp-lg · Computer Science 2008-02-03 Hamish Cunningham , Kevin Humphreys , Robert Gaizauskas , Yorick Wilks

This paper reviews current literature in the field of predictive maintenance from the system point of view. We differentiate the existing capabilities of condition estimation and failure risk forecasting as currently applied to simple…

Artificial Intelligence · Computer Science 2020-05-12 Kyle Miller , Artur Dubrawski

There have been growing uses of semantic networks in the past decade, such as leveraging large-scale pre-trained graph knowledge databases for various natural language processing (NLP) tasks in engineering design research. Therefore, the…

Digital Libraries · Computer Science 2023-06-22 Ji Han , Serhad Sarica , Feng Shi , Jianxi Luo

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

Natural Language Processing (NLP) for low-resource languages remains fundamentally constrained by the lack of textual corpora, standardized orthographies, and scalable annotation pipelines. While recent advances in large language models…

Computation and Language · Computer Science 2026-02-10 Bonaventure F. P. Dossou , Henri Aïdasso

Significant advancements have been made in one of the most critical branches of artificial intelligence: natural language processing (NLP). These advancements are exemplified by the remarkable success of OpenAI's GPT-3.5/4 and the recent…

Materials Science · Physics 2025-04-22 Zongrui Pei , Junqi Yin , Jiaxin Zhang

As the potential for neural networks to augment our daily lives grows, ensuring their quality through effective testing, debugging, and maintenance is essential. This is especially the case as we acknowledge the prospects of negative…

Software Engineering · Computer Science 2025-07-08 Fatema Tuz Zohra , Brittany Johnson

We present an open-source Python library for building and using datasets where inputs are clusters of textual data, and outputs are sequences of real values representing one or more time series signals. The news-signals library supports…

Computation and Language · Computer Science 2023-12-19 Chris Hokamp , Demian Gholipour Ghalandari , Parsa Ghaffari

Aircraft maintenance logs hold valuable safety data but remain underused due to their unstructured text format. This paper introduces LogSyn, a framework that uses Large Language Models (LLMs) to convert these logs into structured,…

Machine Learning · Computer Science 2026-02-10 Devansh Agarwal , Maitreyi Chatterjee , Biplab Chatterjee

Effective Operation and Maintenance (O&M) is critical to reducing the Levelised Cost of Energy (LCOE) from wind power, yet the unstructured, free-text nature of turbine maintenance logs presents a significant barrier to automated analysis.…

Computation and Language · Computer Science 2026-04-14 Max Malyi , Jonathan Shek , Alasdair McDonald , Andre Biscaya

Vulnerability detection has always been the most important task in the field of software security. With the development of technology, in the face of massive source code, automated analysis and detection of vulnerabilities has become a…

Cryptography and Security · Computer Science 2021-04-26 Jiajie Wu

Obtaining text datasets with semantic annotations is an effortful process, yet crucial for supervised training in natural language processsing (NLP). In general, developing and applying new NLP pipelines in domain-specific contexts for…

Computation and Language · Computer Science 2022-09-01 Johann Frei , Frank Kramer

With the rapid development of large language models in recent years, there has been an increasing demand for domain-specific Agents that can cater to the unique needs of enterprises and organizations. Unlike general models, which strive for…

Computation and Language · Computer Science 2024-08-13 Chih-Wei Song , Yu-Kai Lee , Yin-Te Tsai

Natural Language Processing (NLP) is now a cornerstone of requirements automation. One compelling factor behind the growing adoption of NLP in Requirements Engineering (RE) is the prevalent use of natural language (NL) for specifying…

Software Engineering · Computer Science 2024-07-17 Mehrdad Sabetzadeh , Chetan Arora
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