Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Conference Papers Conference Paper Faculty Publications- Conference Papers Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource From Text to Action: NLP Techniques for Washing Machine Manual Processing Subject The topic of the resource BERT; Extraction; Hugging Face; Ontology; Q/A Pipeline; Segmentation of text; Text Summarization; Translation Description An account of the resource This scientific research study focuses on the advancements in Natural Language Processing (NLP) driven by large-scale parallel corpora and presents a comprehensive methodology for creating a parallel, multilingual corpus using NLP techniques and semantic technologies, with a particular focus on washing machine manuals. The study highlights the significant progress made in NLP through the utilization of large-scale parallel corpora and advanced NLP techniques. The successful creation of a parallel, multilingual corpus for washing machine manuals, coupled with the integration of semantic technologies and ontology modeling, demonstrates the broad applicability and potential of NLP in diverse domains.The research covers various aspects, including text extraction, segmentation, and the development of specialized pipelines for question-answering, translation, and text summarization tailored for washing machine manuals. Translation experiments using fine-tuned models demonstrated the feasibility of providing washing machine manuals in local languages, expanding accessibility and understanding for users worldwide. Additionally, the study explored text summarization using a powerful transformer-based model, which exhibited remarkable proficiency in generating concise and coherent summaries from complex input texts. The implementation of a question-answering pipeline showcased the effectiveness of various language models in handling question-answering tasks with high accuracy and effectiveness.Additionally, the article discusses the processes of data collection, information preparation, ontology creation, alignment strategies, and text analytics. Furthermore, the study addresses the challenges and potential future developments in this field, offering insights into the promising applications of NLP in the context of washing machine manuals. 2024 Elsevier B.V.. All rights reserved. Creator An entity primarily responsible for making the resource Biju V.G.; Babu B.; Asghar A.; Prathap B.R.; Reddy V. Source A related resource from which the described resource is derived Procedia Computer Science, Vol-235, pp. 1903-1919. Publisher An entity responsible for making the resource available Elsevier B.V. Date A point or period of time associated with an event in the lifecycle of the resource 2024-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1016/j.procs.2024.04.181" target="_blank" rel="noreferrer noopener">https://doi.org/10.1016/j.procs.2024.04.181</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85196366834&amp;doi=10.1016%2Fj.procs.2024.04.181&amp;partnerID=40&amp;md5=3530a948cdb5c695e7d8189553ac0744" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85196366834&amp;doi=10.1016%2fj.procs.2024.04.181&amp;partnerID=40&amp;md5=3530a948cdb5c695e7d8189553ac0744</a> Rights Information about rights held in and over the resource All Open Access; Gold Open Access Relation A related resource ISSN: 18770509 Format The file format, physical medium, or dimensions of the resource Online Language A language of the resource English Type The nature or genre of the resource Conference paper Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Biju V.G., THWS, Germany, Germany; Babu B., THWS, Germany, Germany; Asghar A., THWS, Germany, Germany; Prathap B.R., CHRIST Deemed to Be University, Bangalore, India; Reddy V., CHRIST Deemed to Be University, Bangalore, India