Advancing Natural Language Processing In Educational Assessment

Author : Victoria Yaneva,Matthias von Davier
Publisher : Taylor & Francis
Page : 339 pages
File Size : 47,9 Mb
Release : 2023-06-05
Category : Education
ISBN : 9781000904192

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Advancing Natural Language Processing in Educational Assessment by Victoria Yaneva,Matthias von Davier Pdf

Advancing Natural Language Processing in Educational Assessment examines the use of natural language technology in educational testing, measurement, and assessment. Recent developments in natural language processing (NLP) have enabled large-scale educational applications, though scholars and professionals may lack a shared understanding of the strengths and limitations of NLP in assessment as well as the challenges that testing organizations face in implementation. This first-of-its-kind book provides evidence-based practices for the use of NLP-based approaches to automated text and speech scoring, language proficiency assessment, technology-assisted item generation, gamification, learner feedback, and beyond. Spanning historical context, validity and fairness issues, emerging technologies, and implications for feedback and personalization, these chapters represent the most robust treatment yet about NLP for education measurement researchers, psychometricians, testing professionals, and policymakers. The Open Access version of this book, available at www.taylorfrancis.com, has been made available under a Creative Commons Attribution-NonCommercial-No Derivatives 4.0 license.

Author : Victoria Yaneva,Matthias von Davier
Publisher : Unknown
Page : 0 pages
File Size : 42,8 Mb
Release : 2023
Category : Educational tests and measurements
ISBN : 1000904164

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Advancing Natural Language Processing in Educational Assessment by Victoria Yaneva,Matthias von Davier Pdf

"Advancing Natural Language Processing in Educational Assessment examines the use of natural language technology in educational testing, measurement, and assessment. Recent developments in natural language processing (NLP) have enabled large-scale educational applications, though scholars and professionals may lack a shared understanding of the strengths and limitations of NLP in assessment as well as the challenges that testing organizations face in implementation. This first-of-its-kind book provides evidence-based practices for the use of NLP-based approaches to automated text and speech scoring, language proficiency assessment, technology-assisted item generation, gamification, learner feedback, and beyond. Spanning historical context, validity and fairness issues, emerging technologies, and implications for feedback and personalization, these chapters represent the most robust treatment yet about NLP for education measurement researchers, psychometricians, testing professionals, and policymakers"--

Author : Mark D. Shermis,Joshua Wilson
Publisher : Taylor & Francis
Page : 647 pages
File Size : 49,5 Mb
Release : 2024-06-27
Category : Psychology
ISBN : 9781040033241

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The Routledge International Handbook of Automated Essay Evaluation by Mark D. Shermis,Joshua Wilson Pdf

The Routledge International Handbook of Automated Essay Evaluation (AEE) is a definitive guide at the intersection of automation, artificial intelligence, and education. This volume encapsulates the ongoing advancement of AEE, reflecting its application in both large-scale and classroom-based assessments to support teaching and learning endeavors. It presents a comprehensive overview of AEE's current applications, including its extension into reading, speech, mathematics, and writing research; modern automated feedback systems; critical issues in automated evaluation such as psychometrics, fairness, bias, transparency, and validity; and the technological innovations that fuel current and future developments in this field. As AEE approaches a tipping point of global implementation, this Handbook stands as an essential resource, advocating for the conscientious adoption of AEE tools to enhance educational practices ethically. The Handbook will benefit readers by equipping them with the knowledge to thoughtfully integrate AEE, thereby enriching educational assessment, teaching, and learning worldwide. Aimed at researchers, educators, AEE developers, and policymakers, the Handbook is poised not only to chart the current landscape but also to stimulate scholarly discourse, define and inform best practices, and propel and guide future innovations.

Author : Ruslan Mitkov
Publisher : Oxford University Press
Page : 1377 pages
File Size : 43,7 Mb
Release : 2022-06-02
Category : Language Arts & Disciplines
ISBN : 9780191625541

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The Oxford Handbook of Computational Linguistics by Ruslan Mitkov Pdf

Ruslan Mitkov's highly successful Oxford Handbook of Computational Linguistics has been substantially revised and expanded in this second edition. Alongside updated accounts of the topics covered in the first edition, it includes 17 new chapters on subjects such as semantic role-labelling, text-to-speech synthesis, translation technology, opinion mining and sentiment analysis, and the application of Natural Language Processing in educational and biomedical contexts, among many others. The volume is divided into four parts that examine, respectively: the linguistic fundamentals of computational linguistics; the methods and resources used, such as statistical modelling, machine learning, and corpus annotation; key language processing tasks including text segmentation, anaphora resolution, and speech recognition; and the major applications of Natural Language Processing, from machine translation to author profiling. The book will be an essential reference for researchers and students in computational linguistics and Natural Language Processing, as well as those working in related industries.

Author : Obaid, Ahmed J.,Bhushan, Bharat,S., Muthmainnah,Rajest, S. Suman
Publisher : IGI Global
Page : 505 pages
File Size : 44,6 Mb
Release : 2023-12-21
Category : Computers
ISBN : 9798369305041

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Advanced Applications of Generative AI and Natural Language Processing Models by Obaid, Ahmed J.,Bhushan, Bharat,S., Muthmainnah,Rajest, S. Suman Pdf

The rapid advancements in Artificial Intelligence (AI), specifically in Natural Language Processing (NLP) and Generative AI, pose a challenge for academic scholars. Staying current with the latest techniques and applications in these fields is difficult due to their dynamic nature, while the lack of comprehensive resources hinders scholars' ability to effectively utilize these technologies. Advanced Applications of Generative AI and Natural Language Processing Models offers an effective solution to address these challenges. This comprehensive book delves into cutting-edge developments in NLP and Generative AI. It provides insights into the functioning of these technologies, their benefits, and associated challenges. Targeting students, researchers, and professionals in AI, NLP, and computer science, this book serves as a vital reference for deepening knowledge of advanced NLP techniques and staying updated on the latest advancements in generative AI. By providing real-world examples and practical applications, scholars can apply their learnings to solve complex problems across various domains. Embracing Advanced Applications of Generative AI and Natural Language Processing Modelsequips academic scholars with the necessary knowledge and insights to explore innovative applications and unleash the full potential of generative AI and NLP models for effective problem-solving.

Author : Lv, Zhihan
Publisher : IGI Global
Page : 332 pages
File Size : 54,7 Mb
Release : 2024-01-24
Category : Computers
ISBN : 9798369302323

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Principles and Applications of Adaptive Artificial Intelligence by Lv, Zhihan Pdf

The rapid adoption of deep learning models has resulted in many business services becoming model services, yet most AI systems lack the necessary automation and industrialization capabilities. This leads to heavy reliance on manual operation and maintenance, which not only consumes power but also causes resource wastage and stability issues during system mutations. The inadequate self-adaptation of AI systems poses significant challenges in terms of cost-effectiveness and operational stability. Principles and Applications of Adaptive Artificial Intelligence, edited by Zhihan Lv from Uppsala University, Sweden, offers a comprehensive solution to the self-adaptation problem in AI systems. It explores the latest concepts, technologies, and applications of Adaptive AI, equipping academic scholars and professionals with the necessary knowledge to overcome the challenges faced by traditional business logic transformed into model services. With its problem-solving approach, real-world case studies, and thorough analysis, the Handbook provides practitioners with practical ideas and solutions, while also serving as a valuable teaching material and reference guide for students and educators in AI-related disciplines. By emphasizing self-adaptation, continuous model iteration, and dynamic learning based on real-time feedback, the book empowers readers to significantly enhance the cost-effectiveness and operational stability of AI systems, making it an indispensable resource for researchers, professionals, and students seeking to revolutionize their research and applications in the field of Adaptive AI.

Author : Educational Testing Service
Publisher : Unknown
Page : 128 pages
File Size : 45,5 Mb
Release : 1994
Category : Natural language processing (Computer science)
ISBN : OCLC:47280650

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Conference on Natural Language Processing Techniques and Technology in Assessment and Education by Educational Testing Service Pdf

Author : Boonthum-Denecke, Chutima
Publisher : IGI Global
Page : 439 pages
File Size : 53,6 Mb
Release : 2011-12-31
Category : Computers
ISBN : 9781613504482

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Cross-Disciplinary Advances in Applied Natural Language Processing: Issues and Approaches by Boonthum-Denecke, Chutima Pdf

"This book defines the role of advanced natural language processing within natural language processing, and alongside other disciplines such as linguistics, computer science, and cognitive science"--Provided by publisher.

Author : Wang, Fu Lee,Fong, Joseph,Kwan, Reggie
Publisher : IGI Global
Page : 598 pages
File Size : 43,5 Mb
Release : 2009-12-31
Category : Computers
ISBN : 9781605663814

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Handbook of Research on Hybrid Learning Models: Advanced Tools, Technologies, and Applications by Wang, Fu Lee,Fong, Joseph,Kwan, Reggie Pdf

"This book focuses on Hybrid Learning as a way to compensate for the shortcomings of traditional face-to-face teaching, distance learning, and technology-mediated learning"--Provided by publisher.

Author : Khosrow-Pour, D.B.A., Mehdi
Publisher : IGI Global
Page : 959 pages
File Size : 53,5 Mb
Release : 2018-09-21
Category : Education
ISBN : 9781522573661

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Advanced Methodologies and Technologies in Modern Education Delivery by Khosrow-Pour, D.B.A., Mehdi Pdf

Recent innovations and new technologies in education have altered the way teachers approach instruction and learning and can provide countless advantages. The pedagogical value of specific technology tools and the cumulative effects of technology exposure on student learning over time are two areas that need to be explored to better determine the improvements needed in the modern classroom. Advanced Methodologies and Technologies in Modern Education Delivery provides emerging research on educational models in the continually improving classroom. While highlighting the challenges facing modern in-service and pre-service teachers when educating students, readers will learn information on new methods in curriculum development, instructional design, and learning assessments to implement within their classrooms. This book is a vital resource for pre-service and in-service teachers, teacher education professionals, higher education administrative professionals, and researchers interested in new curriculum development.

Author : Sharma, Ramesh C.,Bozkurt, Aras
Publisher : IGI Global
Page : 570 pages
File Size : 46,8 Mb
Release : 2024-02-07
Category : Education
ISBN : 9798369313527

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Transforming Education With Generative AI: Prompt Engineering and Synthetic Content Creation by Sharma, Ramesh C.,Bozkurt, Aras Pdf

The rise of generative Artificial Intelligence (AI) signifies a momentous stride in the evolution of Large Language Models (LLMs) within the expansive sphere of Natural Language Processing (NLP). This groundbreaking advancement ripples through numerous facets of our existence, with education, AI literacy, and curriculum enhancement emerging as focal points of transformation. Within the pages of Transforming Education With Generative AI: Prompt Engineering and Synthetic Content Creation, readers embark on a journey into the heart of this transformative phenomenon. Generative AI's influence extends deeply into education, touching the lives of educators, administrators, policymakers, and learners alike. Within the pages of this book, we explore the intricate art of prompt engineering, a skill that shapes the quality of AI-generated educational content. As generative AI becomes increasingly accessible, this comprehensive volume empowers its audience, by providing them with the knowledge needed to navigate and harness the potential of this powerful tool.

Author : Janusz Kacprzyk,Mostafa Ezziyyani,Valentina Emilia Balas
Publisher : Springer Nature
Page : 995 pages
File Size : 51,8 Mb
Release : 2023-06-09
Category : Technology & Engineering
ISBN : 9783031263842

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International Conference on Advanced Intelligent Systems for Sustainable Development by Janusz Kacprzyk,Mostafa Ezziyyani,Valentina Emilia Balas Pdf

This book describes the potential contributions of emerging technologies in different fields as well as the opportunities and challenges related to the integration of these technologies in the socio-economic sector. In this book, many latest technologies are addressed, particularly in the fields of computer science and engineering. The expected scientific papers covered state-of-the-art technologies, theoretical concepts, standards, product implementation, ongoing research projects, and innovative applications of Sustainable Development. This new technology highlights, the guiding principle of innovation for harnessing frontier technologies and taking full profit from the current technological revolution to reduce gaps that hold back truly inclusive and sustainable development. The fundamental and specific topics are Big Data Analytics, Wireless sensors, IoT, Geospatial technology, Engineering and Mechanization, Modeling Tools, Risk analytics, and preventive systems.

Author : Syed, Mahbubur Rahman
Publisher : IGI Global
Page : 434 pages
File Size : 48,9 Mb
Release : 2009-04-30
Category : Education
ISBN : 9781605663432

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Methods and Applications for Advancing Distance Education Technologies: International Issues and Solutions by Syed, Mahbubur Rahman Pdf

Provides communication technologies, intelligent technologies, and quality educational pedagogy for advancing distance education for both teaching and learning.

Author : Cristina Conati,Neil Heffernan,Antonija Mitrovic,M. Felisa Verdejo
Publisher : Springer
Page : 931 pages
File Size : 49,8 Mb
Release : 2015-06-16
Category : Computers
ISBN : 9783319197739

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Artificial Intelligence in Education by Cristina Conati,Neil Heffernan,Antonija Mitrovic,M. Felisa Verdejo Pdf

This book constitutes the refereed proceedings of the 17th International Conference on Artificial Intelligence in Education, AIED 2015, held in Madrid, Spain, in June 2015. The 50 revised full papers presented together with 3 keynotes, 79 poster presentations, 13 doctoral consortium papers, 16 workshop abstracts, and 8 interactive event papers were carefully reviewed and selected from numerous submissions. The conference provides opportunities for the cross-fertilization of approaches, techniques and ideas from the many fields that comprise AIED, including computer science, cognitive and learning sciences, education, game design, psychology, sociology, linguistics, as well as many domain-specific areas.

Author : Siddhartha Bhattacharyya,Nabendu Chaki,Debanjan Konar,Udit Kr. Chakraborty,Chingtham Tejbanta Singh
Publisher : Springer
Page : 815 pages
File Size : 45,8 Mb
Release : 2018-04-20
Category : Technology & Engineering
ISBN : 9789811082375

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Advanced Computational and Communication Paradigms by Siddhartha Bhattacharyya,Nabendu Chaki,Debanjan Konar,Udit Kr. Chakraborty,Chingtham Tejbanta Singh Pdf

The book titled Advanced Computational and Communication Paradigms: Proceedings of International Conference on ICACCP 2017, Volume 2 presents refereed high-quality papers of the First International Conference on Advanced Computational and Communication Paradigms (ICACCP 2017) organized by the Department of Computer Science and Engineering, Sikkim Manipal Institute of Technology, held from 8– 10 September 2017. ICACCP 2017 covers an advanced computational paradigms and communications technique which provides failsafe and robust solutions to the emerging problems faced by mankind. Technologists, scientists, industry professionals and research scholars from regional, national and international levels are invited to present their original unpublished work in this conference. There were about 550 technical paper submitted. Finally after peer review, 142 high-quality papers have been accepted and registered for oral presentation which held across 09 general sessions and 05 special sessions along with 04 keynote address and 06 invited talks. This volume comprises 77 accepted papers of ICACCP 2017.