Recent Advances In Natural Language Processing Iv
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Recent Advances In Natural Language Processing Iv
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Author : Nicolas Nicolov
language : en
Publisher: John Benjamins Publishing
Release Date : 2007
Recent Advances In Natural Language Processing Iv written by Nicolas Nicolov and has been published by John Benjamins Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 2007 with Language Arts & Disciplines categories.
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Recent Advances In Natural Language Processing V
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Author : Nicolas Nicolov
language : en
Publisher: John Benjamins Publishing
Release Date : 2009
Recent Advances In Natural Language Processing V written by Nicolas Nicolov and has been published by John Benjamins Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 2009 with Language Arts & Disciplines categories.
Linguistics, Corpus Linguistics, and Machine Translation." --Book Jacket.
Transfer Learning For Natural Language Processing
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Author : Paul Azunre
language : en
Publisher: Simon and Schuster
Release Date : 2021-08-31
Transfer Learning For Natural Language Processing written by Paul Azunre and has been published by Simon and Schuster this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-08-31 with Computers categories.
Build custom NLP models in record time by adapting pre-trained machine learning models to solve specialized problems. Summary In Transfer Learning for Natural Language Processing you will learn: Fine tuning pretrained models with new domain data Picking the right model to reduce resource usage Transfer learning for neural network architectures Generating text with generative pretrained transformers Cross-lingual transfer learning with BERT Foundations for exploring NLP academic literature Training deep learning NLP models from scratch is costly, time-consuming, and requires massive amounts of data. In Transfer Learning for Natural Language Processing, DARPA researcher Paul Azunre reveals cutting-edge transfer learning techniques that apply customizable pretrained models to your own NLP architectures. You’ll learn how to use transfer learning to deliver state-of-the-art results for language comprehension, even when working with limited label data. Best of all, you’ll save on training time and computational costs. Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. About the technology Build custom NLP models in record time, even with limited datasets! Transfer learning is a machine learning technique for adapting pretrained machine learning models to solve specialized problems. This powerful approach has revolutionized natural language processing, driving improvements in machine translation, business analytics, and natural language generation. About the book Transfer Learning for Natural Language Processing teaches you to create powerful NLP solutions quickly by building on existing pretrained models. This instantly useful book provides crystal-clear explanations of the concepts you need to grok transfer learning along with hands-on examples so you can practice your new skills immediately. As you go, you’ll apply state-of-the-art transfer learning methods to create a spam email classifier, a fact checker, and more real-world applications. What's inside Fine tuning pretrained models with new domain data Picking the right model to reduce resource use Transfer learning for neural network architectures Generating text with pretrained transformers About the reader For machine learning engineers and data scientists with some experience in NLP. About the author Paul Azunre holds a PhD in Computer Science from MIT and has served as a Principal Investigator on several DARPA research programs. Table of Contents PART 1 INTRODUCTION AND OVERVIEW 1 What is transfer learning? 2 Getting started with baselines: Data preprocessing 3 Getting started with baselines: Benchmarking and optimization PART 2 SHALLOW TRANSFER LEARNING AND DEEP TRANSFER LEARNING WITH RECURRENT NEURAL NETWORKS (RNNS) 4 Shallow transfer learning for NLP 5 Preprocessing data for recurrent neural network deep transfer learning experiments 6 Deep transfer learning for NLP with recurrent neural networks PART 3 DEEP TRANSFER LEARNING WITH TRANSFORMERS AND ADAPTATION STRATEGIES 7 Deep transfer learning for NLP with the transformer and GPT 8 Deep transfer learning for NLP with BERT and multilingual BERT 9 ULMFiT and knowledge distillation adaptation strategies 10 ALBERT, adapters, and multitask adaptation strategies 11 Conclusions
Recent Advances In Natural Language Processing
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Author : Ruslan Mitkov
language : en
Publisher: John Benjamins Publishing
Release Date : 1997-01-01
Recent Advances In Natural Language Processing written by Ruslan Mitkov and has been published by John Benjamins Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 1997-01-01 with Language Arts & Disciplines categories.
This volume is based on contributions from the First International Conference on Recent Advances in Natural Language Processing (RANLP'95) held in Tzigov Chark, Bulgaria, 14-16 September 1995. This conference was one of the most important and competitively reviewed conferences in Natural Language Processing (NLP) for 1995 with submissions from more than 30 countries. Of the 48 papers presented at RANLP'95, the best (revised) papers have been selected for this book, in the hope that they reflect the most significant and promising trends (and latest successful results) in NLP. The book is organised thematically and the contributions are grouped according to the traditional topics found in NLP: morphology, syntax, grammars, parsing, semantics, discourse, grammars, generation, machine translation, corpus processing and multimedia. To help the reader find his/her way, the authors have prepared an extensive index which contains major terms used in NLP; an index of authors which lists the names of the authors and the page numbers of their paper(s); a list of figures; and a list of tables. This book will be of interest to researchers, lecturers and graduate students interested in Natural Language Processing and more specifically to those who work in Computational Linguistics, Corpus Linguistics and Machine Translation.
Recent Advances In Natural Language Processing Iii
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Author : Nicolas Nicolov
language : en
Publisher: John Benjamins Publishing
Release Date : 2004
Recent Advances In Natural Language Processing Iii written by Nicolas Nicolov and has been published by John Benjamins Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 2004 with Language Arts & Disciplines categories.
This volume brings together revised versions of a selection of papers presented at the 2003 International Conference on "Recent Advances in Natural Language Processing". A wide range of topics is covered in the volume: semantics, dialog, summarization, anaphora resolution, shallow parsing, morphology, part-of-speech tagging, named entity, question answering, word sense disambiguation, information extraction. Various 'state-of-the-art' techniques are explored: finite state processing, machine learning (support vector machines, maximum entropy, decision trees, memory-based learning, inductive logic programming, transformation-based learning, perceptions), latent semantic analysis, constraint programming. The papers address different languages (Arabic, English, German, Slavic languages) and use different linguistic frameworks (HPSG, LFG, constraint-based DCG). This book will be of interest to those who work in computational linguistics, corpus linguistics, human language technology, translation studies, cognitive science, psycholinguistics, artificial intelligence, and informatics.
Discourse Studies In Cognitive Linguistics
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Author : Karen Van Hoek
language : en
Publisher: John Benjamins Publishing
Release Date : 1999-01-01
Discourse Studies In Cognitive Linguistics written by Karen Van Hoek and has been published by John Benjamins Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 1999-01-01 with Language Arts & Disciplines categories.
This volume presents selected papers from the 5th International Cognitive Linguistics Conference within the area of discourse analysis. The topics addressed include pronominal anaphora in English and Russian narratives, the subtleties of the definite article in English and Spanish, the use of discourse particles in Dutch, and the function of prosody as a marker of text structure in spoken narratives. The papers illustrate the potential of the emerging cognitive linguistic paradigm to provide fresh, revealing insights in the study of discourse.
Lexical And Syntactical Constructions And The Construction Of Meaning
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Author : Marjolijn Verspoor
language : en
Publisher: John Benjamins Publishing
Release Date : 1997-06-26
Lexical And Syntactical Constructions And The Construction Of Meaning written by Marjolijn Verspoor and has been published by John Benjamins Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 1997-06-26 with Language Arts & Disciplines categories.
The basic tenet of cognitive linguistics is that every linguistic expression is a construal relation. The first section of this volume focuses on issues of such construal and presentation of information, including figure-ground relations, image-schematic structures, and the role of syntactic constructions in information structure.In sections two and three papers are presented on cross-categorial polysemy between lexical and grammatical uses of a morpheme, and between different grammatical senses, and on the relationship between earlier lexical senses and later grammatical ones. The final section of the volume brings together studies which shed further light on transitivity and argument structure. The study of transitivity necessarily entails exploration of the relationship between syntactic constructions and the pragmatics and semantics conveyed by such constructions. As a whole, this collection of papers gives new evidence on the complexity and motivation of the mapping between linguistic form and function and offers a wealth of new directions for research on the construction of meaning at every level of the sentence.
Explorations In Integrational Linguistics
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Author : Robin Sackmann
language : en
Publisher: John Benjamins Publishing
Release Date : 2008-05-21
Explorations In Integrational Linguistics written by Robin Sackmann and has been published by John Benjamins Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008-05-21 with Language Arts & Disciplines categories.
Integrational Linguistics (IL), developed by the German linguist Hans-Heinrich Lieb and others, is an approach to linguistics that integrates linguistic descriptions, construed as ‘declarative’ theories, with a detailed theory of language that covers all classical areas of linguistics, from phonology to sentence semantics, and takes linguistic variation, both synchronic and diachronic, fully into account. The aim of this book is to demonstrate how some controversial issues in language description are resolved in Integrational Linguistics. The four essays united here cover nearly all levels of language systems: phonetics and phonology (“The Case for Two-Level Phonology” by Hans-Heinrich Lieb, on German obstruent tensing and French nasal alternation), morphology (“Form and Function of Verbal Ablaut in Contemporary Standard German” by Bernd Wiese), morphology and syntax (“Inflectional Units and Their Effects” by Sebastian Drude, on the person system in Guaraní), and syntax and sentence semantics (“Topic Integration” by Andreas Nolda, on ‘split topicalization’ in German).
Subordination And Coordination Strategies In North Asian Languages
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Author : Edward J. Vajda
language : en
Publisher: John Benjamins Publishing
Release Date : 2008-11-27
Subordination And Coordination Strategies In North Asian Languages written by Edward J. Vajda and has been published by John Benjamins Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008-11-27 with Language Arts & Disciplines categories.
Across North Asia, complex sentence formation patterns display an unusually high prevalence of suffixed relational morphemes used to convey subordination. Suffixal subordinators occur in a variety of genetic groupings, most notably Samoyedic, Turkic, and Tungusic, but also in some of the region’s language isolates, such as Ket and Ainu. No general study has surveyed complex sentences across Northern Eurasia and the Pacific Rim, an area noted both for its complicated web of language contact phenomena and its long-established genetic divisions. The 14 chapters in this volume survey synthetic and analytic methods of subordination and coordination. Much of the data reflect original fieldwork, and several chapters focus on critically endangered languages. Nearly every family or isolate in North Asia is taken into consideration, as are all major formal and functional types of complex sentence formation.
Perspectives On Arabic Linguistics
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Author : Dilworth B. Parkinson
language : en
Publisher: John Benjamins Publishing
Release Date : 2008-10-09
Perspectives On Arabic Linguistics written by Dilworth B. Parkinson and has been published by John Benjamins Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008-10-09 with Language Arts & Disciplines categories.
This volume contains a selection of reviewed and revised papers from the twenty-first Annual Symposium on Arabic Linguistics, which was held on March 2–3, 2007, at Brigham Young University in Provo, Utah. The papers in this volume deal with a variety of topics in Arabic linguistics with a notable number of them emphasizing pragmatic aspects. The papers here included place a high value on the presentation of authentic data and explore different approaches in their analysis.