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 Book Chapter Book Chapter Faculty Publications- Book Chapter 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 Question-answering versus machine reading comprehension: Neural machine reading comprehension using transformer models Description An account of the resource Teaching machines to read and learn natural language documents and seek answers to questions is an elusive task. Traditional question-answering systems were based on rule-based and keyword-searching algorithms without proper natural language understanding. Machine reading comprehension (MRC) belongs to reading comprehension models and facilitates the machines learning from context. MRC can infer the answer from the context through language understanding. Neural machine reading comprehension has built reading comprehension models by employing the advancements of deep neural networks that have shown unprecedented performance compared to other non-neural and feature-based models. The article comprises the MRC span extraction tasks using Transformer models and, in addition, the illustration of the MRC tasks, trends, modules, benchmarked datasets, implementation, and empirical results. 2024 selection and editorial matter, Muskan Garg, Sandeep Kumar and Abdul Khader Jilani Saudagar chapters. Creator An entity primarily responsible for making the resource Varghese N.; Punithavalli M. Source A related resource from which the described resource is derived Natural Language Processing and Information Retrieval: Principles and Applications, pp. 209-229. Publisher An entity responsible for making the resource available CRC Press Date A point or period of time associated with an event in the lifecycle of the resource 2023-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1201/9781003244332-9" target="_blank" rel="noreferrer noopener">https://doi.org/10.1201/9781003244332-9</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85176867674&amp;doi=10.1201%2F9781003244332-9&amp;partnerID=40&amp;md5=a0000a5c327f7faa771b94d5f30d11d1" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85176867674&amp;doi=10.1201%2f9781003244332-9&amp;partnerID=40&amp;md5=a0000a5c327f7faa771b94d5f30d11d1</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISBN: 978-100380048-4; 978-103215492-3 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 Book chapter Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Varghese N., Christ University, India; Punithavalli M., Bharathiar University, India