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The Making And Breaking Of Classification Models In Linguistics
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Book Synopsis The Making and Breaking of Classification Models in Linguistics by : Jane Klavan
Download or read book The Making and Breaking of Classification Models in Linguistics written by Jane Klavan and published by Walter de Gruyter GmbH & Co KG. This book was released on 2024-06-04 with total page 250 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book provides a methodological blueprint for the study of constructional alternations – using corpus-linguistic methods in combination with different types of experimental data. The book looks at a case study from Estonian. This morphologically rich language is typologically different from Indo-European languages such as English. Corpus-based studies allow us to detect patterns in the data and determine what is typical in the language. Experiments are needed to determine the upper and lower limits of human classification behaviour. They give us an idea of what is possible in a language and show how human classification behaviour is susceptible to more variation than corpus-based models lead us to believe. Corpora and forced choice data tell us that when we produce language, we prefer one construction. Acceptability judgement data tell us that when we comprehend language, we judge both constructions as acceptable. The book makes a theoretical contribution to the what, why, and how of constructional alternations.
Book Synopsis The Making and Breaking of Classification Models in Linguistics by : Jane Klavan
Download or read book The Making and Breaking of Classification Models in Linguistics written by Jane Klavan and published by Walter de Gruyter GmbH & Co KG. This book was released on 2024-06-04 with total page 262 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book provides a methodological blueprint for the study of constructional alternations – using corpus-linguistic methods in combination with different types of experimental data. The book looks at a case study from Estonian. This morphologically rich language is typologically different from Indo-European languages such as English. Corpus-based studies allow us to detect patterns in the data and determine what is typical in the language. Experiments are needed to determine the upper and lower limits of human classification behaviour. They give us an idea of what is possible in a language and show how human classification behaviour is susceptible to more variation than corpus-based models lead us to believe. Corpora and forced choice data tell us that when we produce language, we prefer one construction. Acceptability judgement data tell us that when we comprehend language, we judge both constructions as acceptable. The book makes a theoretical contribution to the what, why, and how of constructional alternations.
Book Synopsis Classification and Modeling with Linguistic Information Granules by : Hisao Ishibuchi
Download or read book Classification and Modeling with Linguistic Information Granules written by Hisao Ishibuchi and published by Springer Science & Business Media. This book was released on 2006-02-27 with total page 308 pages. Available in PDF, EPUB and Kindle. Book excerpt: Many approaches have already been proposed for classification and modeling in the literature. These approaches are usually based on mathematical mod els. Computer systems can easily handle mathematical models even when they are complicated and nonlinear (e.g., neural networks). On the other hand, it is not always easy for human users to intuitively understand mathe matical models even when they are simple and linear. This is because human information processing is based mainly on linguistic knowledge while com puter systems are designed to handle symbolic and numerical information. A large part of our daily communication is based on words. We learn from various media such as books, newspapers, magazines, TV, and the Inter net through words. We also communicate with others through words. While words play a central role in human information processing, linguistic models are not often used in the fields of classification and modeling. If there is no goal other than the maximization of accuracy in classification and model ing, mathematical models may always be preferred to linguistic models. On the other hand, linguistic models may be chosen if emphasis is placed on interpretability.
Book Synopsis Breaking the Language Barrier: Demystifying Language Models with OpenAI by : Rayan Wali
Download or read book Breaking the Language Barrier: Demystifying Language Models with OpenAI written by Rayan Wali and published by Rayan Wali. This book was released on 2023-03-08 with total page 301 pages. Available in PDF, EPUB and Kindle. Book excerpt: Breaking the Language Barrier: Demystifying Language Models with OpenAI is an informative guide that covers practical NLP use cases, from machine translation to vector search, in a clear and accessible manner. In addition to providing insights into the latest technology that powers ChatGPT and other OpenAI language models, including GPT-3 and DALL-E, this book also showcases how to use OpenAI on the cloud, specifically on Microsoft Azure, to create scalable and efficient solutions.
Book Synopsis Language Classification by Numbers by : April McMahon
Download or read book Language Classification by Numbers written by April McMahon and published by Oxford University Press. This book was released on 2005-11-24 with total page 284 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book considers how languages have traditionally been divided into families, and asks how they should be classified in the future. It tests current theories and hypotheses, shows how new ideas can be formulated, and offers a series of demonstrations that the new techniques applied to old data can produce convincing results. It will be of great practical interest to all those concerned with the classification and diffusion of languages in fields such as comparative linguistics,archaeology, genetics, and anthropology.
Book Synopsis Artificial Intelligence by : Sergei M. Kovalev
Download or read book Artificial Intelligence written by Sergei M. Kovalev and published by Springer Nature. This book was released on 2021-10-04 with total page 381 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the proceedings of the 19th Russian Conference on Artificial Intelligence, RCAI 2021, held in Moscow, Russia, in October 2021. The 19 full papers and 7 short papers presented in this volume were carefully reviewed and selected from 80 submissions. The conference deals with a wide range of topics, categorized into the following topical headings: cognitive research; data mining, machine learning, classification; knowledge engineering; multi-agent systems and robotics; natural language processing; fuzzy models and soft computer; intelligent systems; and tools for designing intelligent systems.
Book Synopsis Hands-On Large Language Models by : Jay Alammar
Download or read book Hands-On Large Language Models written by Jay Alammar and published by "O'Reilly Media, Inc.". This book was released on 2024-09-11 with total page 449 pages. Available in PDF, EPUB and Kindle. Book excerpt: AI has acquired startling new language capabilities in just the past few years. Driven by the rapid advances in deep learning, language AI systems are able to write and understand text better than ever before. This trend enables the rise of new features, products, and entire industries. With this book, Python developers will learn the practical tools and concepts they need to use these capabilities today. You'll learn how to use the power of pre-trained large language models for use cases like copywriting and summarization; create semantic search systems that go beyond keyword matching; build systems that classify and cluster text to enable scalable understanding of large amounts of text documents; and use existing libraries and pre-trained models for text classification, search, and clusterings. This book also shows you how to: Build advanced LLM pipelines to cluster text documents and explore the topics they belong to Build semantic search engines that go beyond keyword search with methods like dense retrieval and rerankers Learn various use cases where these models can provide value Understand the architecture of underlying Transformer models like BERT and GPT Get a deeper understanding of how LLMs are trained Understanding how different methods of fine-tuning optimize LLMs for specific applications (generative model fine-tuning, contrastive fine-tuning, in-context learning, etc.)
Book Synopsis Natural Language Processing by : Yue Zhang
Download or read book Natural Language Processing written by Yue Zhang and published by Cambridge University Press. This book was released on 2021-01-07 with total page 487 pages. Available in PDF, EPUB and Kindle. Book excerpt: With a machine learning approach and less focus on linguistic details, this gentle introduction to natural language processing develops fundamental mathematical and deep learning models for NLP under a unified framework. NLP problems are systematically organised by their machine learning nature, including classification, sequence labelling, and sequence-to-sequence problems. Topics covered include statistical machine learning and deep learning models, text classification and structured prediction models, generative and discriminative models, supervised and unsupervised learning with latent variables, neural networks, and transition-based methods. Rich connections are drawn between concepts throughout the book, equipping students with the tools needed to establish a deep understanding of NLP solutions, adapt existing models, and confidently develop innovative models of their own. Featuring a host of examples, intuition, and end of chapter exercises, plus sample code available as an online resource, this textbook is an invaluable tool for the upper undergraduate and graduate student.
Book Synopsis Explanatory Models in Linguistics by : Pere Julia
Download or read book Explanatory Models in Linguistics written by Pere Julia and published by Princeton University Press. This book was released on 2014-07-14 with total page 247 pages. Available in PDF, EPUB and Kindle. Book excerpt: Pere Julia questions the recourse of contemporary linguists, psycholinguists, and philosophers to an idealized speaker-listener and maintains that there is no way to be sure of the organizing principles for linguistic data other than going to the sources of these data, i.e., speakers, listeners, and the circumstances under which they interact in actual situations. Originally published in 1983. The Princeton Legacy Library uses the latest print-on-demand technology to again make available previously out-of-print books from the distinguished backlist of Princeton University Press. These editions preserve the original texts of these important books while presenting them in durable paperback and hardcover editions. The goal of the Princeton Legacy Library is to vastly increase access to the rich scholarly heritage found in the thousands of books published by Princeton University Press since its founding in 1905.
Book Synopsis Language Classification by : Campbell Lyle Poser William John
Download or read book Language Classification written by Campbell Lyle Poser William John and published by . This book was released on 2014-05-14 with total page 548 pages. Available in PDF, EPUB and Kindle. Book excerpt: "How are relationships established between the world's languages? This is one of the most topical and most controversial questions in contemporary linguistics. The central aims of the book are to answer this question, to cut through the controversies, and to contribute to research in distant genetic relationships. In doing this the authors aim to: (1) show how the methods have been employed; (2) reveal which methods, techniques, and strategies have proven successful and which ones have proven ineffective; (3) determine how particular language families were established; (4) evaluate several of the most prominent and more controversial proposals of distant genetic relationship (such as Amerind, Nostratic, Eurasiatic, Proto-World, and others); and (5) make recommendations for practice in future research. This book will contribute significantly to understanding language classification in general."--Publisher's website.
Book Synopsis Nominal Classification by : Marcin Kilarski
Download or read book Nominal Classification written by Marcin Kilarski and published by John Benjamins Publishing Company. This book was released on 2013-12-18 with total page 421 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book offers the first comprehensive survey of the study of gender and classifiers throughout the history of Western linguistics. Based on an analysis of over 200 genetically and typologically diverse languages, the author shows that these seemingly arbitrary and redundant categories play in fact a central role in the lexicon, grammar and the organization of discourse. As a result, the often contradictory approaches to their functionality and semantic motivation encapsulate the evolving conceptions of such issues as cognitive and cultural correlates of linguistic structure, the diverse functions of grammatical categories, linguistic complexity, agreement phenomena and the interplay between lexicon and grammar. The combination of a typological and historiographic perspective adopted here allows the reader to appreciate the detail and insight of earlier, supposedly ‘prescientific’ accounts in light of the data now available and to examine contemporary discussions in the context of prevailing conceptions in the study of language at different points in its history since antiquity.
Book Synopsis Computational Linguistics by : Le-Minh Nguyen
Download or read book Computational Linguistics written by Le-Minh Nguyen and published by Springer Nature. This book was released on 2020-07-01 with total page 525 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 16th International Conference of the Pacific Association for Computational Linguistics, PACLING 2019, held in Hanoi, Vietnam, in October 2019. The 28 full papers and 14 short papers presented were carefully reviewed and selected from 70 submissions. The papers are organized in topical sections on text summarization; relation and word embedding; machine translation; text classification; web analyzing; question and answering, dialog analyzing; speech and emotion analyzing; parsing and segmentation; information extraction; and grammar error and plagiarism detection.
Book Synopsis Language and Classification by : Allison Burkette
Download or read book Language and Classification written by Allison Burkette and published by Routledge. This book was released on 2018-01-29 with total page 177 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume adopts a practice-based approach to examine the different ways in which classification is communicated and negotiated in different environments within archaeology. The book looks specifically at the archaeological classification of ceramics as a lens through which to examine the discursive and social practices inherent in the classification and categorization process, with perspectives from such areas as corpus linguistics, discourse analysis, linguistic anthropology, and archaeology forming the foundation of the book’s theoretical framework. The volume then looks at the process of classification in practice in a variety of settings, including a university course on ceramics classification, an archaeological field school, an intensive petrography course, and archaeometry laboratory at a nuclear research reactor, and highlights participant observation and audiovisual data taken from fieldwork practice completed in these environments. This volume offers a valuable contribution to the growing literature on language and material culture, making this a key resource for students and scholars in sociolinguistic, anthropological linguistics, archaeology, discourse analysis, and anthropology.
Book Synopsis Quantitative Data Analysis for Language Assessment Volume II by : Vahid Aryadoust
Download or read book Quantitative Data Analysis for Language Assessment Volume II written by Vahid Aryadoust and published by Routledge. This book was released on 2019-07-04 with total page 287 pages. Available in PDF, EPUB and Kindle. Book excerpt: Quantitative Data Analysis for Language Assessment Volume II: Advanced Methods demonstrates advanced quantitative techniques for language assessment. The volume takes an interdisciplinary approach and taps into expertise from language assessment, data mining, and psychometrics. The techniques covered include Structural Equation Modeling, Data Mining, Multidimensional Psychometrics and Multilevel Data Analysis.Volume II is distinct among available books in language assessment, as it engages the readers in both theory and application of the methods and introduces relevant techniques for theory construction and validation. This book is highly recommended to graduate students and researchers who are searching for innovative and rigorous approaches and methods to achieve excellence in their dissertations and research. It is also a valuable source for academics who teach quantitative approaches in language assessment and data analysis courses.
Book Synopsis Models in Software Engineering by : Sudipto Ghosh
Download or read book Models in Software Engineering written by Sudipto Ghosh and published by Springer. This book was released on 2010-04-07 with total page 370 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes a collection of the best papers selected from 9 workshops and 2 symposia held in conjunction iwth MODELS 2009, the 12 International Conference on Model Driven Engineering Languages and Systems, in Denver, CO, USA, in October 2009. The first two sections contain selected papers from the Doctoral Symposium and the Educational Symposium, respectively. The other contributions are organized according to the workshops at which they were presented: 2nd International Workshop on Model Based Architecting and Construction of Embedded Systems (ACES-MB'09); 14th International Workshop on Aspect-Oriented Modeling (AOM); [email protected] ([email protected]); Model-driven Engineering, Verification, and Validation: Integrating Verification and Validation in MDE (MoDeVVa09); Models and Evolution (MoDSE-MCCM); Third International Workshop on Multi-Paradigm Modeling (MPM09); The Pragmatics of OCL and Other Textual Specification Languages (OCL); 2nd International Workshop on Non-Functional System Properties in Domain Specific Modeling Languages (NFPinDSML); and 2nd Workshop on Transformation and Weaving OWL Ontologies and MDE/MDA (TWOMDE2009). Each section includes a summary of the workshop.
Book Synopsis Systems of Nominal Classification by : Gunter Senft
Download or read book Systems of Nominal Classification written by Gunter Senft and published by Cambridge University Press. This book was released on 2000-08-03 with total page 366 pages. Available in PDF, EPUB and Kindle. Book excerpt: A major linguistic study of nominal classification systems across a variety of languages, first published in 2000.
Book Synopsis Language Classification by : Lyle Campbell
Download or read book Language Classification written by Lyle Campbell and published by . This book was released on 2008 with total page 536 pages. Available in PDF, EPUB and Kindle. Book excerpt: "How are relationships established between the world's languages? This is one of the most topical and most controversial questions in contemporary linguistics. The central aims of the book are to answer this question, to cut through the controversies, and to contribute to research in distant genetic relationships. In doing this the authors aim to: (1) show how the methods have been employed; (2) reveal which methods, techniques, and strategies have proven successful and which ones have proven ineffective; (3) determine how particular language families were established; (4) evaluate several of the most prominent and more controversial proposals of distant genetic relationship (such as Amerind, Nostratic, Eurasiatic, Proto-World, and others); and (5) make recommendations for practice in future research. This book will contribute significantly to understanding language classification in general."--Publisher's website.
