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Natural language processing information


Natural language processing (NLP) is an interdisciplinary subfield of computer science and information retrieval. It is primarily concerned with giving computers the ability to support and manipulate human language. It involves processing natural language datasets, such as text corpora or speech corpora, using either rule-based or probabilistic (i.e. statistical and, most recently, neural network-based) machine learning approaches. The goal is a computer capable of "understanding"[citation needed] the contents of documents, including the contextual nuances of the language within them. To this end, natural language processing often borrows ideas from theoretical linguistics. The technology can then accurately extract information and insights contained in the documents as well as categorize and organize the documents themselves.

Challenges in natural language processing frequently involve speech recognition, natural-language understanding, and natural-language generation.

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Natural language processing

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Natural language processing (NLP) is an interdisciplinary subfield of computer science and information retrieval. It is primarily concerned with giving...

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Natural language

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philosophy of language, a natural language or ordinary language is any language that occurs naturally in a human community by a process of use, repetition...

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History of natural language processing

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The history of natural language processing describes the advances of natural language processing (Outline of natural language processing). There is some...

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Outline of natural language processing

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provided as an overview of and topical guide to natural-language processing: natural-language processing – computer activity in which computers are entailed...

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Natural Language Toolkit

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The Natural Language Toolkit, or more commonly NLTK, is a suite of libraries and programs for symbolic and statistical natural language processing (NLP)...

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Language model

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A language model is a probabilistic model of a natural language. In 1980, the first significant statistical language model was proposed, and during the...

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Quantum natural language processing

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Quantum natural language processing (QNLP) is the application of quantum computing to natural language processing (NLP). It computes word embeddings as...

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Controlled natural language

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versions of languages. Constructed language Knowledge representation and reasoning Natural language processing Controlled vocabulary Controlled language in machine...

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Prompt engineering

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engineering is the process of structuring an instruction that can be interpreted and understood by a generative AI model. A prompt is natural language text describing...

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Large language model

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Jurafsky, Dan, Martin, James. H. Speech and Language Processing: An Introduction to Natural Language Processing, Computational Linguistics, and Speech Recognition...

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Natural language generation

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Natural language generation (NLG) is a software process that produces natural language output. A widely-cited survey of NLG methods describes NLG as "the...

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Empirical Methods in Natural Language Processing

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Empirical Methods in Natural Language Processing (EMNLP) is a leading conference in the area of natural language processing and artificial intelligence...

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Meta AI

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what language the user might speak. Thus, a central task involves the generalization of natural language processing (NLP) technology to other languages. As...

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List of artificial intelligence projects

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effort to integrate many artificial intelligence approaches (natural language processing, speech recognition, machine vision, probabilistic logic, planning...

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Artificial intelligence in mental health

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algorithm. Natural language processing can be used to create such a dataset. NLP is a way for a computer to analyze text and speech, process semantic and...

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Process

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the brain Natural language processing Praxis (process), in philosophy, the process by which a theory or skill is enacted or realized Process (engineering)...

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Parsing

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or syntactic analysis is the process of analyzing a string of symbols, either in natural language, computer languages or data structures, conforming...

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Language engineering

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Language engineering involves the creation of natural language processing systems, whose cost and outputs are measurable and predictable.[citation needed]...

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Cloze test

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often used as an evaluation task in natural language processing (NLP) to assess the performance of the trained language models. The tasks have a few different...

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Information engineering

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control theory, signal processing, and information theory, and more applied fields such as computer vision, natural language processing, bioinformatics, medical...

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Ashish Vaswani

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contributions to the field of artificial intelligence (AI) and natural language processing (NLP). He is one of the co-authors of the seminal paper "Attention...

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Semantic Scholar

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Semantic Scholar uses modern techniques in natural language processing to support the research process, for example by providing automatically generated...

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