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keywords= AI, artificial intelligence, deep learning, machine learning, NaturalLanguageProcessing, NLP, text analysis, text normalization, tokenization;
description=Natural language processing deals with understanding text and spoken words as a human would. It is a fundamental component of many human/machine interactions (vocal assistants, dictation software, voice-operated systems, ...), text processing, analysis (suggestions, keyword spotting, translation, ...) and much more. The Wolfram Language natural language processing functionality is a combination of rule-based and machine learning language models, including LLMs. It builds on top of advanced text mining and string manipulation capabilities and is integrated with a large visualization suite and extensive built-in linguistic data.;

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natural language processing wolfram documentation wolfram products wolfram one the definitive wolfram language and notebook experience mathematica the original technical computing environment system modeler multidomain modeling and simulation of complex systems compute services use with mathematica and wolfram one ai access use with mathematica and wolfram one finance platform wolfram alpha notebook edition application server enterprise private cloud wolfram engine wolfram player wolfram cloud app wolfram player app more mobile apps wolfram alpha wolfram alpha website wolfram alpha apis ai products wolfram ai ecosystem wolfram foundation tool wolfram cloud mcp wolfram local mcp agent one api cag component apis core technologies of wolfram products wolfram language computable data wolfram notebooks linguistic understanding additional deployment options wolfram cloud wolfram web engine wolframscript wstpserver group organizational licensing all products consulting solutions we deliver solutions for the ai era combining symbolic computation data driven insights and deep technical expertise wolfram consulting data science finance business artificial intelligence data science healthcare real estate engineering civil engineering automotive engineering sustainable energy science technology agtech biosciences environmental science food science quantum computation social and behavioral sciences more wolfram solutions technology for education research universities colleges teaching universities high schools resources for students education initiatives next gen edtech computer based math more solutions for education contact us learning support get started wolfram language introduction fast intro for programmers fast intro for math students wolfram language documentation more learning highlighted core areas demonstrations youtube daily study groups wolfram schools and programs books grow your skills wolfram u courses in computing science life and more community learn solve problems and share ideas blog news views and insights from wolfram resources for software developers tech support contact us support faqs support faqs contact us company about wolfram career center all sites resources connect follow contact us work with us student ambassador initiative wolfram for startups student opportunities jobs using wolfram language educational programs for adults summer school winter school educational programs for youth middle school camp high school research program computational adventures read stephen wolfram s writings wolfram blog wolfram tech books wolfram media complex systems educational resources wolfram mathworld wolfram in stem wolfram challenges wolfram problem generator wolfram initiatives wolfram science wolfram foundation history of mathematics project events stephen wolfram livestreams online in person events contact us connect follow for ais wolfram cloud your account your account user portal wolfram cloud search close navigation menu products wolfram one mathematica system modeler compute services use with mathematica and wolfram one ai access use with mathematica and wolfram one finance platform wolfram alpha notebook edition application server enterprise private cloud wolfram engine wolfram player wolfram cloud app wolfram player app more mobile apps wolfram alpha wolfram alpha website wolfram alpha apis ai products wolfram ai ecosystem wolfram foundation tool wolfram cloud mcp wolfram local mcp agent one api cag component apis core technologies wolfram language computable data wolfram notebooks linguistic understanding additional deployment options wolfram cloud wolfram web engine wolframscript wstpserver group organizational licensing all products consulting solutions wolfram consulting data science finance business artificial intelligence data science healthcare real estate engineering civil engineering automotive engineering sustainable energy science technology agtech biosciences environmental science food science quantum computation social and behavioral sciences more wolfram solutions technology for education research universities colleges teaching universities high schools resources for students education initiatives next gen edtech computer based math more solutions for education contact us learning support get started wolfram language introduction fast intro for programmers fast intro for math students wolfram language documentation grow your skills wolfram u courses in computing science life and more community learn solve problems and share ideas blog news views and insights from wolfram resources for software developers tech support contact us support faqs more learning highlighted core areas demonstrations youtube daily study groups wolfram schools and programs books support faqs contact us company about wolfram career center all sites resources connect follow contact us work with us student ambassador initiative wolfram for startups student opportunities jobs using wolfram language educational programs for adults summer school winter school educational programs for youth middle school camp high school research program computational adventures read stephen wolfram s writings wolfram blog wolfram tech books wolfram media complex systems educational resources wolfram mathworld wolfram in stem wolfram challenges wolfram problem generator wolfram initiatives wolfram science wolfram foundation history of mathematics project events stephen wolfram livestreams online in person events contact us connect follow for ais wolfram cloud your account user portal enable javascript to interact with content and submit forms on wolfram websites learn how wolfram language system documentation center close natural language processing functions attentionlayer charactercounts characternormalize chatevaluate classify clusterclassify clusteringcomponents clusteringtree deletestopwords featureextraction find findclusters findlist findtextualanswer highlighted import languageidentify llmfunction llmprompt llmpromptgenerator llmresourcefunction llmsynthesize llmtool longshorttermmemorylayer netgraph netmodel partofspeech regularexpression removediacritics resourcedata semanticsearch stringcases stringreplace stringsplit stringtake style textcases textcontents textposition textrecognize textsearch textsentences textstructure textsummarize texttranslation textwords tolowercase transliterate wikipediadata wordcounts worddata wordfrequency wordstem related guides machine learning neural networks text search interpreting strings linguistic data string manipulation functions attentionlayer charactercounts characternormalize chatevaluate classify clusterclassify clusteringcomponents clusteringtree deletestopwords featureextraction find findclusters findlist findtextualanswer highlighted import languageidentify llmfunction llmprompt llmpromptgenerator llmresourcefunction llmsynthesize llmtool longshorttermmemorylayer netgraph netmodel partofspeech regularexpression removediacritics resourcedata semanticsearch stringcases stringreplace stringsplit stringtake style textcases textcontents textposition textrecognize textsearch textsentences textstructure textsummarize texttranslation textwords tolowercase transliterate wikipediadata wordcounts worddata wordfrequency wordstem related guides machine learning neural networks text search interpreting strings linguistic data string manipulation guide functions attentionlayer charactercounts characternormalize chatevaluate classify clusterclassify clusteringcomponents clusteringtree deletestopwords featureextraction find findclusters findlist findtextualanswer highlighted import languageidentify llmfunction llmprompt llmpromptgenerator llmresourcefunction llmsynthesize llmtool longshorttermmemorylayer netgraph netmodel partofspeech regularexpression removediacritics resourcedata semanticsearch stringcases stringreplace stringsplit stringtake style textcases textcontents textposition textrecognize textsearch textsentences textstructure textsummarize texttranslation textwords tolowercase transliterate wikipediadata wordcounts worddata wordfrequency wordstem related guides machine learning neural networks text search interpreting strings linguistic data string manipulation functions attentionlayer charactercounts characternormalize chatevaluate classify clusterclassify clusteringcomponents clusteringtree deletestopwords featureextraction find findclusters findlist findtextualanswer highlighted import languageidentify llmfunction llmprompt llmpromptgenerator llmresourcefunction llmsynthesize llmtool longshorttermmemorylayer netgraph netmodel partofspeech regularexpression removediacritics resourcedata semanticsearch stringcases stringreplace stringsplit stringtake style textcases textcontents textposition textrecognize textsearch textsentences textstructure textsummarize texttranslation textwords tolowercase transliterate wikipediadata wordcounts worddata wordfrequency wordstem related guides machine learning neural networks text search interpreting strings linguistic data string manipulation natural language processing natural language processing deals with understanding text and spoken words as a human would it is a fundamental component of many human machine interactions vocal assistants dictation software voice operated systems text processing analysis suggestions keyword spotting translation and much more the wolfram language natural language processing functionality is a combination of rule based and machine learning language models including llms it builds on top of advanced text mining and string manipulation capabilities and is integrated with a large visualization suite and extensive built in linguistic data text generation acquisition llmsynthesize generate text from a prompt using an llm textrecognize resourcedata wikipediadata import import text from files or the web text pdf html csv llm based operations llmresourcefunction apply operations from the wolfram prompt repository llmfunction apply operations specified by natural language descriptions llmpromptgenerator add context dependent messages to an llm prompt llmprompt llmtool chatevaluate text mining semanticsearch search based on the contextual meaning of terms textsearch search an index or directory returning a list of documents find findlist search files for records containing particular strings stringtake stringreplace stringcases regularexpression text normalization removediacritics remove diacritics such as accents umlauts etc characternormalize reduce or decompose characters to normal forms e g ¼ to 1 4 texttranslation transliterate deletestopwords wordstem tolowercase tokenization stringsplit split a string at spaces or other delimiters stringcases find cases of string patterns textcases textsentences textwords textstructure feature extraction featureextraction extract numerical features from text netmodel pre trained networks for text feature extraction glove bert elmo gpt2 netgraph longshorttermmemorylayer attentionlayer tokens subwordtokens characters content extraction textsummarize automatically produce different types of summarization findtextualanswer attempt to find answers to questions from text textcontents textcases textposition extract semantic elements in text text classification classify classify strings based on training data or built in classifiers language profanity sentiment languageidentify identify what language a text is in text clustering findclusters find clusters in string data clusteringtree clusteringcomponents clusterclassify text analysis wordcounts count of words or grams charactercounts wordfrequency worddata partofspeech text visualization wordcloud generate a word cloud from word frequencies or weights snippet extract a snippet of text style highlighted style text with color font size background etc related guides machine learning neural networks text search interpreting strings linguistic data string manipulation related links wolfram core areas machine learning give feedback top introduction for programmers introductory book wolfram function repository wolfram data repository wolfram data drop wolfram language products top products wolfram one mathematica ai access compute services system modeler wolfram alpha notebook edition wolfram alpha pro mobile apps wolfram engine wolfram player volume site licensing server deployment options consulting wolfram consulting repositories data repository function repository community paclet repository neural net repository prompt repository wolfram language example repository notebook archive wolfram github learning wolfram u wolfram language documentation webinars training educational programs wolfram language introduction fast introduction for programmers fast introduction for math students books wolfram community wolfram blog public resources wolfram alpha wolfram problem generator wolfram challenges computer based math computational thinking computational adventures demonstrations project wolfram data drop mathworld wolfram science wolfram media publishing customer resources store product downloads user portal your account organization access support faq contact support company about wolfram careers contact events wolfram community wolfram blog facebook x twitch linkedin youtube wolfram legal privacy policy wolframalpha com wolframcloud com facebook x twitch linkedin youtube wolfram 2026 wolfram 2026 wolfram legal privacy policy english