Natural Language Processing: Emerging Neural Approaches and Applications

This Special Issue highlights the most recent research being carried out in the NLP field to discuss relative open issues, with a particular focus on both emerging approaches for language learning, understanding, production, and grounding interactively or autonomously from data in cognitive and neur...

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Format:	eBook
Language:	English
Published:	Basel MDPI - Multidisciplinary Digital Publishing Institute 2022
Subjects:	adversarial attack adversarial example antonymy detection attention mechanism attention model BERT BERT word embedding bidirectional long short-term memory (bidirectional LSTM) bidirectional LSTM CRF bidirectional RNN bilingual translation BM25 Cantonese causal encoder chief complaint classification clinical named entity recognition cloze test CNN dictionary commonsense Computer science Computing and Information Technology conditional random field CoNLL context-to-entity attention contextual features conversation knowledge convolutional neural networks convolutional neural networks (CNN) cross-lingual classification deep learning deep learning (DL) deep learning NER deep neural networks delayed combination dialogue context encoding dialogue management disease diagnosis Doc2vec dual pointer network Economics, Finance, Business and Management encoder-decoder neural network encodings entity recognition error assessment error probability FAQ classification fixing ontologies Industry and industrial studies information extraction Information technology industries knowledge base Korean dataset Korean syntax language modeling LaTeX decompilation logic error long short-term memory long short-term memory network LSTM machine comprehension Media, entertainment, information and communication industries medical specialist multi-agent reinforcement learning multi-level word embeddings multi-turn chatbot multilingual multilingual transformers multitask model n/a named entity recognition natural language processing Natural Language Processing (NLP) neural architecture search neural language model neural network neural networks news analysis NLP online social networks ontologies OntoNotes open information extraction paraphrase identification partial match polarity primary healthcare programming education protein–protein interactions quality metrics question classification quick fix R-GCNs recurrent neural networks reinforce learning relation extraction reward shaping rule-based rumor detection sememe prediction sememes sentence completion sentence retrieval sentiment analysis sentiment classification sequence similarity speech-to-text spoken natural language structural information text classification text mining text normalization text summary TF−ISF tourism big data toxic comments transfer learning user simulation virtual medical assistant WGAN-based response generation word embedding word embeddings word ordering word representation learning word to vector word2vec XGA model zero-shot learning
ISBN:	3036522719, 9783036522715, 3036522727, 9783036522722
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Abstract	This Special Issue highlights the most recent research being carried out in the NLP field to discuss relative open issues, with a particular focus on both emerging approaches for language learning, understanding, production, and grounding interactively or autonomously from data in cognitive and neural systems, as well as on their potential or real applications in different domains.
AbstractList	This Special Issue highlights the most recent research being carried out in the NLP field to discuss relative open issues, with a particular focus on both emerging approaches for language learning, understanding, production, and grounding interactively or autonomously from data in cognitive and neural systems, as well as on their potential or real applications in different domains.
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SubjectTerms	adversarial attack adversarial example antonymy detection attention mechanism attention model BERT BERT word embedding bidirectional long short-term memory (bidirectional LSTM) bidirectional LSTM CRF bidirectional RNN bilingual translation BM25 Cantonese causal encoder chief complaint classification clinical named entity recognition cloze test CNN dictionary commonsense Computer science Computing and Information Technology conditional random field CoNLL context-to-entity attention contextual features conversation knowledge convolutional neural networks convolutional neural networks (CNN) cross-lingual classification deep learning deep learning (DL) deep learning NER deep neural networks delayed combination dialogue context encoding dialogue management disease diagnosis Doc2vec dual pointer network Economics, Finance, Business and Management encoder-decoder neural network encodings entity recognition error assessment error probability FAQ classification fixing ontologies Industry and industrial studies information extraction Information technology industries knowledge base Korean dataset Korean syntax language modeling LaTeX decompilation logic error long short-term memory long short-term memory network LSTM machine comprehension Media, entertainment, information and communication industries medical specialist multi-agent reinforcement learning multi-level word embeddings multi-turn chatbot multilingual multilingual transformers multitask model n/a named entity recognition natural language processing Natural Language Processing (NLP) neural architecture search neural language model neural network neural networks news analysis NLP online social networks ontologies OntoNotes open information extraction paraphrase identification partial match polarity primary healthcare programming education protein–protein interactions quality metrics question classification quick fix R-GCNs recurrent neural networks reinforce learning relation extraction reward shaping rule-based rumor detection sememe prediction sememes sentence completion sentence retrieval sentiment analysis sentiment classification sequence similarity speech-to-text spoken natural language structural information text classification text mining text normalization text summary TF−ISF tourism big data toxic comments transfer learning user simulation virtual medical assistant WGAN-based response generation word embedding word embeddings word ordering word representation learning word to vector word2vec XGA model zero-shot learning
Title	Natural Language Processing: Emerging Neural Approaches and Applications
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