Title Statistical language and speech processing : 8th International Conference, SLSP 2020, Cardiff, UK, October 14-16, 2020, Proceedings / Luis Espinosa-Anke, Carlos Martín-Vide, Irena Spasić (eds.)

Published Cham, Switzerland : Springer, 2020

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Description 1 online resource Series Lecture notes in artificial intelligence Lecture notes in computer science ; 12379 LNCS sublibrary, SL 7, Artificial intelligence Lecture notes in computer science. Lecture notes in artificial intelligence. Lecture notes in computer science ; 12379. LNCS sublibrary. SL 7, Artificial intelligence. Contents Intro -- Preface -- Organization -- Contents -- Invited Paper -- Grapheme-to-Phoneme Transduction for Cross-Language ASR -- 1 Why IPA? -- 2 Related Research -- 3 Training and Testing the G2Ps -- 3.1 Data Collection -- 3.2 Training the FSTs -- 3.3 Testing the FSTs -- 4 Applications -- 4.1 Clustering Languages Based on Their G2Ps -- 4.2 ASR24 -- 4.3 Discophone -- 5 Conclusions -- References -- Language Processing -- Conditioned Text Generation with Transfer for Closed-Domain Dialogue Systems -- 1 Introduction -- 1.1 Contribution and Outline -- 1.2 Related Work -- 2 Approach 2.1 Conditional Variational Autoencoders -- 2.2 Query Transfer -- 2.3 Sentence Selection -- 3 Experimental Results -- 3.1 Experimental Setup -- 3.2 Generation Metrics -- 3.3 Generation Results -- 3.4 Results on Data Augmentation for Language Models -- 3.5 Examples of Generated Samples -- 4 Conclusion -- References -- FacTweet: Profiling Fake News Twitter Accounts -- 1 Introduction -- 2 Related Work -- 2.1 Fake News Sources -- 2.2 Fishy Twitter Accounts -- 3 Methodology -- 4 Experiments and Results -- 5 Conclusions and Future Work -- References Named Entity Recognition for Icelandic: Annotated Corpus and Models -- 1 Introduction -- 2 Related Work -- 3 Corpus Annotation -- 3.1 Annotation Process -- 4 Models -- 4.1 Conditional Random Field (CRF) -- 4.2 IXA-pipe-nerc -- 4.3 BiLSTM with Pre-trained Word Embeddings -- 4.4 CombiTagger -- 5 Results and Discussion -- 6 Conclusion -- References -- BERT-Based Sentiment Analysis Using Distillation -- 1 Introduction -- 2 Related Work -- 3 BERT-Based Sentiment Analysis -- 3.1 Pooling Scheme -- 4 Distillation of Knowledge -- 5 Experimental Setup -- 5.1 BERT Model -- 5.2 Sentiment Analysis Dataset 5.3 Distillation -- 5.4 Evaluation -- 6 Results -- 7 Conclusion -- References -- A Cognitive Approach to Parsing with Neural Networks -- 1 Introduction -- 2 Background and Related Work -- 3 Methods -- 3.1 Conceptualisation -- 3.2 Algorithm -- 3.3 Implementation and Results -- 4 Conclusion -- References -- S-Capade: Spelling Correction Aimed at Particularly Deviant Errors -- 1 Introduction -- 2 Related Work -- 3 S-Capade Method -- 4 Experimental Setup -- 4.1 Datasets -- 4.2 Conventional Spelling Correction Comparison Tools -- 4.3 Metrics -- 5 Results and Discussion -- 6 Conclusions -- References Exploring Parameter Sharing Techniques for Cross-Lingual and Cross-Task Supervision -- 1 Introduction -- 2 Related Work -- 3 Parameter Sharing Techniques -- 3.1 Baseline -- 3.2 Advanced Techniques -- 4 Experiments -- 4.1 Evaluation Setup -- 4.2 Techniques Performance -- 4.3 Text Representations -- 5 Conclusion -- References -- A Discourse-Informed Approach for Cost-Effective Extractive Summarization -- 1 Introduction -- 2 Related Work -- 3 DICES Approach -- 3.1 Positional Language Models Fundamentals -- 3.2 PLM for Summarization -- 3.3 The Vocabulary Definition -- 3.4 Seed Selection Summary This book constitutes the proceedings of the 8th International Conference on Statistical Language and Speech Processing, SLSP 2020, held in Cardiff, UK, in October 2020. The 13 full papers presented together with one invited paper in this volume were carefully reviewed and selected from 25 submissions. They papers cover the wide spectrum of statistical methods that are currently in use in computational language or speech processing Notes International conference proceedings Includes author index Online resource; title from PDF title page (SpringerLink, viewed November 12, 2020) Subject Computational linguistics -- Congresses Speech processing systems -- Congresses Computational linguistics Speech processing systems Genre/Form proceedings (reports) Conference papers and proceedings Conference papers and proceedings. Actes de congrès. Form Electronic book Author Espinosa-Anke, Luis Martín Vide, Carlos. Spasić, Irena ISBN 9783030594305 3030594300

Other Titles SLSP 2020

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