{"id":7993,"date":"2024-01-04T08:38:10","date_gmt":"2024-01-04T08:38:10","guid":{"rendered":"https:\/\/stssoftware.ch\/case_studies\/natural-language-processing-toolkit-nltk\/"},"modified":"2024-09-10T10:02:17","modified_gmt":"2024-09-10T10:02:17","slug":"natural-language-processing-toolkit-nltk","status":"publish","type":"case_studies","link":"https:\/\/stssoftware.ch\/de\/case_studies\/natural-language-processing-toolkit-nltk\/","title":{"rendered":"Natural Language Processing Toolkit (NLTK)"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"7993\" class=\"elementor elementor-7993 elementor-3969\" data-elementor-post-type=\"case_studies\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-42767f36 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"42767f36\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-73c43e8d\" data-id=\"73c43e8d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-14358712 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"14358712\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-221d8474\" data-id=\"221d8474\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-264abeba elementor-widget elementor-widget-breadcrumbs\" data-id=\"264abeba\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"breadcrumbs.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p id=\"breadcrumbs\"><span><span><a href=\"https:\/\/stssoftware.ch\/de\/\">Home<\/a><\/span><\/span><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b6ddaee elementor-widget elementor-widget-heading\" data-id=\"b6ddaee\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">NATURAL LANGUAGE PROCESSING TOOLKIT <\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-231ff7eb detail-content elementor-widget elementor-widget-text-editor\" data-id=\"231ff7eb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Das Natural Language Processing Toolkit (NLTK) ist eine Python-basierte Softwareanwendung, die eine Reihe von Werkzeugen zur Verarbeitung nat\u00fcrlicher Sprache anbietet. Es stellt APIs bereit, mit denen Sie vorgefertigte NLP-Modelle schnell auf Ihren Text anwenden k\u00f6nnen, einschlie\u00dflich Textzusammenfassung, Satz\u00e4hnlichkeit und vielem mehr. Es enth\u00e4lt au\u00dferdem eine Demo-Benutzeroberfl\u00e4che mit <a href=\"https:\/\/streamlit.io\/\" rel=\"nofollow\">Streamlit<\/a>.  <\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a692d91 detail-content elementor-widget elementor-widget-text-editor\" data-id=\"a692d91\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"share\">\n<div class=\"sub-title\">Teilen:<\/div>\n<ul>\n \t<li><a class=\"share-social-facebook\" href=\"https:\/\/www.facebook.com\/sharer\/sharer.php?u=stssoftware.ch\/case_studies\/natural-language-processing-toolkit\/&amp;t=natural-language-processing-toolkit\" target=\"_blank\" rel=\"noopener\">\n<img decoding=\"async\" class=\"img-fluild svg\" title=\"facebook-icon.png\" src=\"\/wp-content\/uploads\/2022\/10\/icon-fb.svg\" alt=\"facebook-icon.png\">\n<\/a><\/li>\n \t<li><a class=\"share-social-linkedin\" href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&amp;url=stssoftware.ch\/case_studies\/natural-language-processing-toolkit\/&amp;title=natural-language-processing-toolkit&amp;summary=My%20favorite%20developer%20program&amp;source=LinkedIn\" target=\"_blank\" rel=\"noopener\">\n<img decoding=\"async\" class=\"img-fluild svg\" title=\"linkedin-icon.png\" src=\"\/wp-content\/uploads\/2022\/10\/icon-linkedin.svg\" alt=\"linkedin-icon.png\">\n<\/a><\/li>\n \t<li><a class=\"share-social-twitter\" href=\"https:\/\/twitter.com\/share?url=stssoftware.ch\/case_studies\/natural-language-processing-toolkit\/&amp;via=TWITTER_HANDLE&amp;text=natural-language-processing-toolkit\" target=\"_blank\" rel=\"noopener\">\n<img decoding=\"async\" class=\"img-fluild svg\" title=\"twitter-icon.png\" src=\"\/wp-content\/uploads\/2022\/10\/twitter.svg\" alt=\"twitter-icon.png\">\n<\/a><\/li>\n<\/ul>\n<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-bf3c543\" data-id=\"bf3c543\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c8b7472 elementor-widget elementor-widget-image\" data-id=\"c8b7472\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"459\" height=\"442\" src=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/overview-1.webp\" class=\"attachment-large size-large wp-image-3970\" alt=\"overview\" srcset=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/overview-1.webp 459w, https:\/\/stssoftware.ch\/wp-content\/uploads\/overview-1-300x289.webp 300w, https:\/\/stssoftware.ch\/wp-content\/uploads\/overview-1-24x24.webp 24w, https:\/\/stssoftware.ch\/wp-content\/uploads\/overview-1-36x36.webp 36w, https:\/\/stssoftware.ch\/wp-content\/uploads\/overview-1-48x46.webp 48w\" sizes=\"(max-width: 459px) 100vw, 459px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d121b38 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d121b38\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-aed9f0d\" data-id=\"aed9f0d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d25f4b2 elementor-widget elementor-widget-heading\" data-id=\"d25f4b2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">EINF\u00dcHRUNG<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f3f51f6 elementor-position-left elementor-vertical-align-top elementor-widget elementor-widget-image-box\" data-id=\"f3f51f6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img decoding=\"async\" width=\"436\" height=\"360\" src=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/mesa-trabajo.webp\" class=\"attachment-full size-full wp-image-3738\" alt=\"mesa-trabajo\" srcset=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/mesa-trabajo.webp 436w, https:\/\/stssoftware.ch\/wp-content\/uploads\/mesa-trabajo-300x248.webp 300w, https:\/\/stssoftware.ch\/wp-content\/uploads\/mesa-trabajo-24x20.webp 24w, https:\/\/stssoftware.ch\/wp-content\/uploads\/mesa-trabajo-36x30.webp 36w, https:\/\/stssoftware.ch\/wp-content\/uploads\/mesa-trabajo-48x40.webp 48w\" sizes=\"(max-width: 436px) 100vw, 436px\" \/><\/figure><div class=\"elementor-image-box-content\"><p class=\"elementor-image-box-description\">Natural Language Processing (NLP) ist ein Bereich der Informatik und der k\u00fcnstlichen Intelligenz, der sich auf die Interaktion zwischen Computern und Menschen in nat\u00fcrlicher Sprache konzentriert. Dabei werden Algorithmen und Modelle entwickelt, die menschliche Sprache analysieren, verstehen und erzeugen k\u00f6nnen. NLP wird in einer Vielzahl von Anwendungen eingesetzt, darunter Textzusammenfassung, Satz\u00e4hnlichkeit, Chatbots, Grammatikkorrektur und vieles mehr.  <\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-369c6967 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"369c6967\" data-element_type=\"section\" data-e-type=\"section\" id=\"web-app-development-brief-description\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3b020a51\" data-id=\"3b020a51\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-5e9d1e8e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5e9d1e8e\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-32e73b38\" data-id=\"32e73b38\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-20372c7 elementor-widget elementor-widget-heading\" data-id=\"20372c7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">UNSERE ANS\u00c4TZE<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a66f038 elementor-widget elementor-widget-text-editor\" data-id=\"a66f038\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Das Produkt Recognize wird mit verschiedenen Bibliotheken f\u00fcr Computer Vision wie OpenCV und TensorFlow implementiert und mit anderen Technologien wie Barcodes kombiniert, um Genauigkeit und Effizienz zu verbessern.<br \/>Unsere Ans\u00e4tze f\u00fcr das Product Recognition-System erfolgen auf zwei Arten (abh\u00e4ngig vom Anwendungsfall und den verf\u00fcgbaren Ressourcen). Hier die Vorgehensweisen: <\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b80d653 elementor-widget elementor-widget-image\" data-id=\"b80d653\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"924\" src=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/product-recognition-approach-887x1024.webp\" class=\"attachment-large size-large wp-image-3960\" alt=\"product-recognition-approach\" srcset=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/product-recognition-approach-887x1024.webp 887w, https:\/\/stssoftware.ch\/wp-content\/uploads\/product-recognition-approach-260x300.webp 260w, https:\/\/stssoftware.ch\/wp-content\/uploads\/product-recognition-approach-768x887.webp 768w, https:\/\/stssoftware.ch\/wp-content\/uploads\/product-recognition-approach-1330x1536.webp 1330w, https:\/\/stssoftware.ch\/wp-content\/uploads\/product-recognition-approach-21x24.webp 21w, https:\/\/stssoftware.ch\/wp-content\/uploads\/product-recognition-approach-31x36.webp 31w, https:\/\/stssoftware.ch\/wp-content\/uploads\/product-recognition-approach-42x48.webp 42w, https:\/\/stssoftware.ch\/wp-content\/uploads\/product-recognition-approach.webp 1500w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-46df7a5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"46df7a5\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5013c65\" data-id=\"5013c65\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-dbc9559 elementor-widget elementor-widget-heading\" data-id=\"dbc9559\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">ANS\u00c4TZE<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6b433bc e-con-full e-flex e-con e-parent\" data-id=\"6b433bc\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-0ae55f7 e-con-full e-flex e-con e-child\" data-id=\"0ae55f7\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ee0a6e9 elementor-widget elementor-widget-text-editor\" data-id=\"ee0a6e9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>Schritt 01:<\/h3>\n<h3>Textzusammenfassung<\/h3>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-403f9c6 e-con-full e-flex e-con e-child\" data-id=\"403f9c6\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-61a78c4 elementor-widget elementor-widget-text-editor\" data-id=\"61a78c4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Textzusammenfassung ist die Aufgabe, eine k\u00fcrzere Version eines Dokuments zu erstellen, w\u00e4hrend dessen wichtige Informationen erhalten bleiben. Einige Modelle k\u00f6nnen Text aus der urspr\u00fcnglichen Eingabe extrahieren, w\u00e4hrend andere v\u00f6llig neuen Text generieren k\u00f6nnen. <\/p>\n<p>Unsere Textzusammenfassung mit dem LongT5-Modell wurde auf einem gro\u00dfen Datensatz gepaarter Textzusammenfassungen optimiert. Bei diesem Ansatz wird das LongT5-Modell mit Paaren von Texteingaben und entsprechenden Zusammenfassungen gef\u00fcttert und das Modell optimiert, um genaue Zusammenfassungen vorherzusagen. <\/p>\n<p>Das Modell wurde mithilfe von Techniken wie Transferlernen, Curriculum-Lernen und Multitasking-Lernen optimiert, um seine Leistung zu verbessern. Dar\u00fcber hinaus k\u00f6nnen Techniken wie Beam-Search und L\u00e4ngennormalisierung angewendet werden, um die Qualit\u00e4t der generierten Zusammenfassungen zu verbessern. <\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9ac03ba elementor-widget elementor-widget-image\" data-id=\"9ac03ba\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"156\" src=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/our-approaches-1.webp\" class=\"attachment-large size-large wp-image-3973\" alt=\"our-approaches\" srcset=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/our-approaches-1.webp 946w, https:\/\/stssoftware.ch\/wp-content\/uploads\/our-approaches-1-300x58.webp 300w, https:\/\/stssoftware.ch\/wp-content\/uploads\/our-approaches-1-768x149.webp 768w, https:\/\/stssoftware.ch\/wp-content\/uploads\/our-approaches-1-24x5.webp 24w, https:\/\/stssoftware.ch\/wp-content\/uploads\/our-approaches-1-36x7.webp 36w, https:\/\/stssoftware.ch\/wp-content\/uploads\/our-approaches-1-48x9.webp 48w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-043586b e-con-full e-flex e-con e-parent\" data-id=\"043586b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-a677484 e-con-full e-flex e-con e-child\" data-id=\"a677484\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0fbaab5 elementor-widget elementor-widget-text-editor\" data-id=\"0fbaab5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>Schritt 02:<\/h3>\n<h3>Satz\u00e4hnlichkeit<\/h3>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cc6d0ac e-con-full e-flex e-con e-child\" data-id=\"cc6d0ac\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8c957a9 elementor-widget elementor-widget-text-editor\" data-id=\"8c957a9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The Sentence Similarity is first fed with a pair of input sentences, and the final hidden state of the [CLS] token is extracted. The [CLS] token represents the aggregated representation of the two input sentences. Then, a fully connected layer is added on top of the [CLS] token to produce a similarity score between 0 and 1 for the pair of input sentences. The model is then trained on a dataset of sentence pairs with corresponding similarity scores using mean squared error loss or binary cross-entropy loss. Once the model is trained, it can be used to compute the similarity between new pairs of input sentences.    <\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-608802f elementor-widget elementor-widget-image\" data-id=\"608802f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"173\" src=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/our-approaches-1-1.webp\" class=\"attachment-large size-large wp-image-3974\" alt=\"\" srcset=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/our-approaches-1-1.webp 946w, https:\/\/stssoftware.ch\/wp-content\/uploads\/our-approaches-1-1-300x65.webp 300w, https:\/\/stssoftware.ch\/wp-content\/uploads\/our-approaches-1-1-768x166.webp 768w, https:\/\/stssoftware.ch\/wp-content\/uploads\/our-approaches-1-1-24x5.webp 24w, https:\/\/stssoftware.ch\/wp-content\/uploads\/our-approaches-1-1-36x8.webp 36w, https:\/\/stssoftware.ch\/wp-content\/uploads\/our-approaches-1-1-48x10.webp 48w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f2000d9 e-con-full e-flex e-con e-parent\" data-id=\"f2000d9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-7b07796 e-con-full e-flex e-con e-child\" data-id=\"7b07796\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-15dd633 elementor-widget elementor-widget-text-editor\" data-id=\"15dd633\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>Schritt 03:<\/h3>\n<h3>Satz\u00e4hnlichkeit<\/h3>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e43abd1 e-con-full e-flex e-con e-child\" data-id=\"e43abd1\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3df18b9 elementor-widget elementor-widget-text-editor\" data-id=\"3df18b9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Named Entity Recognition (NER) ist eine Aufgabe der nat\u00fcrlichen Sprachverarbeitung, die darauf abzielt, Entit\u00e4ten wie Namen, Orte, Organisationen und Daten aus Text zu identifizieren und zu extrahieren. Spacy ist eine beliebte Python-Bibliothek f\u00fcr NLP, die eine benutzerfreundliche Oberfl\u00e4che f\u00fcr NER bietet. Der grundlegende Ansatz f\u00fcr NER mit Spacy umfasst die folgenden Schritte:  <\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-35390a5 elementor-widget elementor-widget-image\" data-id=\"35390a5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"156\" src=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/our-approaches-2.webp\" class=\"attachment-large size-large wp-image-3975\" alt=\"our-approaches-2\" srcset=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/our-approaches-2.webp 946w, https:\/\/stssoftware.ch\/wp-content\/uploads\/our-approaches-2-300x58.webp 300w, https:\/\/stssoftware.ch\/wp-content\/uploads\/our-approaches-2-768x149.webp 768w, https:\/\/stssoftware.ch\/wp-content\/uploads\/our-approaches-2-24x5.webp 24w, https:\/\/stssoftware.ch\/wp-content\/uploads\/our-approaches-2-36x7.webp 36w, https:\/\/stssoftware.ch\/wp-content\/uploads\/our-approaches-2-48x9.webp 48w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6f5e6ec e-con-full e-flex e-con e-parent\" data-id=\"6f5e6ec\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-dba8102 e-con-full e-flex e-con e-child\" data-id=\"dba8102\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b7781e0 elementor-widget elementor-widget-text-editor\" data-id=\"b7781e0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>Schritt 04:<\/h3>\n<h3>Grammatikkorrektur<\/h3>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ae50098 e-con-full e-flex e-con e-child\" data-id=\"ae50098\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0bbb1e2 elementor-widget elementor-widget-text-editor\" data-id=\"0bbb1e2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Grammatikkorrektur verwendet ein Sprachmodell, um basierend auf dem eingegebenen Text grammatisch korrekte S\u00e4tze zu generieren. Unser Ansatz verwendet Techniken wie Sequenz-zu-Sequenz-Modelle und Transformer. Das Modell wird auf einem gro\u00dfen Textkorpus trainiert, um die Muster von Grammatik und Syntax zu lernen, und dann verwendet, um synthetische S\u00e4tze zu generieren, die diesen Regeln entsprechen. Die Qualit\u00e4t der generierten S\u00e4tze h\u00e4ngt von der Komplexit\u00e4t des Modells und der Qualit\u00e4t und Quantit\u00e4t der Trainingsdaten ab.   <\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c2a4faf elementor-widget elementor-widget-image\" data-id=\"c2a4faf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"433\" src=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/our-approaches-3.webp\" class=\"attachment-large size-large wp-image-3976\" alt=\"our-approaches-3\" srcset=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/our-approaches-3.webp 946w, https:\/\/stssoftware.ch\/wp-content\/uploads\/our-approaches-3-300x162.webp 300w, https:\/\/stssoftware.ch\/wp-content\/uploads\/our-approaches-3-768x416.webp 768w, https:\/\/stssoftware.ch\/wp-content\/uploads\/our-approaches-3-24x13.webp 24w, https:\/\/stssoftware.ch\/wp-content\/uploads\/our-approaches-3-36x19.webp 36w, https:\/\/stssoftware.ch\/wp-content\/uploads\/our-approaches-3-48x26.webp 48w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-431de7a e-con-full e-flex e-con e-parent\" data-id=\"431de7a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-52ecaa1 e-con-full e-flex e-con e-child\" data-id=\"52ecaa1\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-41a80aa elementor-widget elementor-widget-text-editor\" data-id=\"41a80aa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>Schritt 05:<\/h3>\n<h3>Kommentar-Klassifizierung<\/h3>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-620fcae e-con-full e-flex e-con e-child\" data-id=\"620fcae\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6dd2269 elementor-widget elementor-widget-text-editor\" data-id=\"6dd2269\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<section class=\"our-approaches\">\n<div class=\"container\">\n<div class=\"row\">\n<div class=\"col-md-12 our-approaches--content\">\n<div class=\"our-approaches--boxes\">\n<div class=\"our-approaches--boxes_item\">\n<div class=\"our-approaches--boxes_item-right\">\n<p>Die Kommentar-Klassifizierung erkennt, ob Text beleidigende Inhalte wie Drohungen, Beleidigungen, Obsz\u00f6nes, Identit\u00e4tshass oder sexuell eindeutige Sprache enth\u00e4lt. Unser Ansatz verwendet ein BERT-Modell, das auf einem gro\u00dfen Datensatz ziviler Kommentare trainiert wurde. <\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/section>\n<section class=\"usage\">\n<div class=\"container\">\n<div class=\"row\">\n<div class=\"col-md-12 usage--heading\"> <\/div>\n<\/div>\n<\/div>\n<\/section>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-31fa787 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"31fa787\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1df8434\" data-id=\"1df8434\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-430930d elementor-widget elementor-widget-heading\" data-id=\"430930d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">ANWENDUNG<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-20965af e-con-full e-flex e-con e-parent\" data-id=\"20965af\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-6305720 e-con-full e-flex e-con e-child\" data-id=\"6305720\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-96fa03a elementor-widget elementor-widget-text-editor\" data-id=\"96fa03a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>Schritt 01<\/h3>\n<p>Zugriff auf die NLP Toolkit-Website: <a href=\"https:\/\/experiment.saigontechnology.vn\/nlp-toolkit\/\" rel=\"nofollow\">https:\/\/experiment.saigontechnology.vn\/nlp-toolkit\/<\/a>. Alternativ k\u00f6nnen Sie die Hauptseite des Saigon Technology AI Research Lab hier aufrufen: <a href=\"https:\/\/experiment.saigontechnology.vn\/\" rel=\"nofollow\">https:\/\/experiment.saigontechnology.vn<\/a>\/, den Bereich &#8222;<a href=\"https:\/\/experiment.saigontechnology.vn\/nlp-toolkit\/\" rel=\"nofollow\">NLP Toolkit<\/a>&#8220; ausw\u00e4hlen und auf die Schaltfl\u00e4che &#8222;Try our demo&#8220; klicken. <\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fd17b41 e-con-full e-flex e-con e-child\" data-id=\"fd17b41\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b0745db elementor-widget elementor-widget-image\" data-id=\"b0745db\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"630\" height=\"344\" src=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-1-3.webp\" class=\"attachment-large size-large wp-image-3977\" alt=\"usage-1\" srcset=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-1-3.webp 630w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-1-3-300x164.webp 300w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-1-3-24x13.webp 24w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-1-3-36x20.webp 36w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-1-3-48x26.webp 48w\" sizes=\"(max-width: 630px) 100vw, 630px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3a49aae e-con-full e-flex e-con e-parent\" data-id=\"3a49aae\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-2db5ef4 e-con-full e-flex e-con e-child\" data-id=\"2db5ef4\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-21765e6 elementor-widget elementor-widget-text-editor\" data-id=\"21765e6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>Schritt 02<\/h3>\n<p>W\u00e4hlen Sie auf der NLP Toolkit-Seite zum Starten bitte die Demo in der Seitenleiste aus.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a015e35 e-con-full e-flex e-con e-child\" data-id=\"a015e35\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dfa66eb elementor-widget elementor-widget-image\" data-id=\"dfa66eb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"437\" src=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-2-3-1024x559.webp\" class=\"attachment-large size-large wp-image-3978\" alt=\"usage-2\" srcset=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-2-3-1024x559.webp 1024w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-2-3-300x164.webp 300w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-2-3-768x419.webp 768w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-2-3-24x13.webp 24w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-2-3-36x20.webp 36w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-2-3-48x26.webp 48w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-2-3.webp 1260w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-52f1ba5 e-con-full e-flex e-con e-parent\" data-id=\"52f1ba5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-aba1e84 e-con-full e-flex e-con e-child\" data-id=\"aba1e84\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a73d44b elementor-widget elementor-widget-text-editor\" data-id=\"a73d44b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3>Schritt 03<\/h3>\n<div class=\"usage-item--content\">\n<p>Schritt 3.1: Geben Sie den Textkorpus in das Textfeld ein oder geben Sie einfach eine Artikel-URL ein. Die Zusammenfassung des Korpus\/Artikels wird am unteren Rand der Seite angezeigt.<\/p>\n<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c7edb79 e-con-full e-flex e-con e-child\" data-id=\"c7edb79\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-40a91e4 elementor-widget elementor-widget-image\" data-id=\"40a91e4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"437\" src=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/product-recognition-3-1024x559.webp\" class=\"attachment-large size-large wp-image-3963\" alt=\"product-recognition-3\" srcset=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/product-recognition-3-1024x559.webp 1024w, https:\/\/stssoftware.ch\/wp-content\/uploads\/product-recognition-3-300x164.webp 300w, https:\/\/stssoftware.ch\/wp-content\/uploads\/product-recognition-3-768x419.webp 768w, https:\/\/stssoftware.ch\/wp-content\/uploads\/product-recognition-3-24x13.webp 24w, https:\/\/stssoftware.ch\/wp-content\/uploads\/product-recognition-3-36x20.webp 36w, https:\/\/stssoftware.ch\/wp-content\/uploads\/product-recognition-3-48x26.webp 48w, https:\/\/stssoftware.ch\/wp-content\/uploads\/product-recognition-3.webp 1260w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ddb229f e-con-full e-flex e-con e-parent\" data-id=\"ddb229f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-4f880c5 e-con-full e-flex e-con e-child\" data-id=\"4f880c5\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2e37ef7 elementor-widget elementor-widget-text-editor\" data-id=\"2e37ef7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Schritt 3.2: (Satz\u00e4hnlichkeit) Geben Sie den Referenzsatz und den Zielsatz in der Seitenleiste ein. Klicken Sie auf die Schaltfl\u00e4che &#8222;Absenden&#8220;.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fdba3f3 e-con-full e-flex e-con e-child\" data-id=\"fdba3f3\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-436ebf2 elementor-widget elementor-widget-image\" data-id=\"436ebf2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"630\" height=\"364\" src=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-3-2-1.webp\" class=\"attachment-large size-large wp-image-3981\" alt=\"usage-3-2\" srcset=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-3-2-1.webp 630w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-3-2-1-300x173.webp 300w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-3-2-1-24x14.webp 24w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-3-2-1-36x21.webp 36w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-3-2-1-48x28.webp 48w\" sizes=\"(max-width: 630px) 100vw, 630px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-250fd65 e-con-full e-flex e-con e-parent\" data-id=\"250fd65\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-0e3f9c0 e-con-full e-flex e-con e-child\" data-id=\"0e3f9c0\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d5b25ff elementor-widget elementor-widget-text-editor\" data-id=\"d5b25ff\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"usage-item--content\">\n<p class=\"sub-step\">Ergebnis:<\/p>\n<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-caa0482 e-con-full e-flex e-con e-child\" data-id=\"caa0482\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-390cae4 elementor-widget elementor-widget-image\" data-id=\"390cae4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"630\" height=\"364\" src=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-3-3.webp\" class=\"attachment-large size-large wp-image-3980\" alt=\"usage-3-3\" srcset=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-3-3.webp 630w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-3-3-300x173.webp 300w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-3-3-24x14.webp 24w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-3-3-36x21.webp 36w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-3-3-48x28.webp 48w\" sizes=\"(max-width: 630px) 100vw, 630px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c13dd08 e-con-full e-flex e-con e-parent\" data-id=\"c13dd08\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-be9dde7 e-con-full e-flex e-con e-child\" data-id=\"be9dde7\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e559e33 elementor-widget elementor-widget-text-editor\" data-id=\"e559e33\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Schritt 3.3: (Named Entity Recognition) Geben Sie den Satz in das Textfeld ein. Dr\u00fccken Sie &#8222;Strg + Enter&#8220;, um den Satz zu senden.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0f79caa e-con-full e-flex e-con e-child\" data-id=\"0f79caa\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e8bb4e0 elementor-widget elementor-widget-image\" data-id=\"e8bb4e0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"630\" height=\"364\" src=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-3-4.webp\" class=\"attachment-large size-large wp-image-3979\" alt=\"usage-3-4\" srcset=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-3-4.webp 630w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-3-4-300x173.webp 300w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-3-4-24x14.webp 24w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-3-4-36x21.webp 36w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-3-4-48x28.webp 48w\" sizes=\"(max-width: 630px) 100vw, 630px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-06c78bc e-con-full e-flex e-con e-parent\" data-id=\"06c78bc\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-2b10538 e-con-full e-flex e-con e-child\" data-id=\"2b10538\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a2d204f elementor-widget elementor-widget-text-editor\" data-id=\"a2d204f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Ergebnis:<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9c02f36 e-con-full e-flex e-con e-child\" data-id=\"9c02f36\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9f50285 elementor-widget elementor-widget-image\" data-id=\"9f50285\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"630\" height=\"364\" src=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-3-5.webp\" class=\"attachment-large size-large wp-image-3982\" alt=\"usage-3-5\" srcset=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-3-5.webp 630w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-3-5-300x173.webp 300w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-3-5-24x14.webp 24w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-3-5-36x21.webp 36w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-3-5-48x28.webp 48w\" sizes=\"(max-width: 630px) 100vw, 630px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e495eb6 e-con-full e-flex e-con e-parent\" data-id=\"e495eb6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-70118d2 e-con-full e-flex e-con e-child\" data-id=\"70118d2\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fd8008d elementor-widget elementor-widget-text-editor\" data-id=\"fd8008d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Schritt 3.5: (Kommentar Klassifizierung) Geben Sie Ihren Satz in das Textfeld ein. Dr\u00fccken Sie &#8222;Strg + Enter&#8220;, um Ihren Satz zu senden.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f88070e e-con-full e-flex e-con e-child\" data-id=\"f88070e\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1f17c23 elementor-widget elementor-widget-image\" data-id=\"1f17c23\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"630\" height=\"364\" src=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-3-8.webp\" class=\"attachment-large size-large wp-image-3984\" alt=\"usage-3-8\" srcset=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-3-8.webp 630w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-3-8-300x173.webp 300w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-3-8-24x14.webp 24w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-3-8-36x21.webp 36w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-3-8-48x28.webp 48w\" sizes=\"(max-width: 630px) 100vw, 630px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-15b3371 e-con-full e-flex e-con e-parent\" data-id=\"15b3371\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-9a6bc3d e-con-full e-flex e-con e-child\" data-id=\"9a6bc3d\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8dd66e0 elementor-widget elementor-widget-text-editor\" data-id=\"8dd66e0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"usage-item--content\">\n<p class=\"sub-step\">Ergebnis:<\/p>\n<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c32c67a e-con-full e-flex e-con e-child\" data-id=\"c32c67a\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1ca8c6a elementor-widget elementor-widget-image\" data-id=\"1ca8c6a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"630\" height=\"429\" src=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-3-9.webp\" class=\"attachment-large size-large wp-image-3985\" alt=\"usage-3-9\" srcset=\"https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-3-9.webp 630w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-3-9-300x204.webp 300w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-3-9-24x16.webp 24w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-3-9-36x25.webp 36w, https:\/\/stssoftware.ch\/wp-content\/uploads\/usage-3-9-48x33.webp 48w\" sizes=\"(max-width: 630px) 100vw, 630px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1ec991bb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1ec991bb\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-369579e2\" data-id=\"369579e2\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2830263d elementor-widget elementor-widget-heading\" data-id=\"2830263d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">N\u00e4chste Fallstudien<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4d1a1287 elementor-grid-2 elementor-posts--thumbnail-top elementor-grid-tablet-2 elementor-grid-mobile-1 elementor-widget elementor-widget-posts\" data-id=\"4d1a1287\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;custom_columns&quot;:&quot;2&quot;,&quot;custom_columns_tablet&quot;:&quot;2&quot;,&quot;custom_columns_mobile&quot;:&quot;1&quot;,&quot;custom_row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:35,&quot;sizes&quot;:[]},&quot;custom_row_gap_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;custom_row_gap_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"posts.custom\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t      <div class=\"ecs-posts elementor-posts-container elementor-posts   elementor-grid elementor-posts--skin-custom\" data-settings=\"{&quot;current_page&quot;:1,&quot;max_num_pages&quot;:0,&quot;load_method&quot;:&quot;&quot;,&quot;widget_id&quot;:&quot;4d1a1287&quot;,&quot;post_id&quot;:7993,&quot;theme_id&quot;:7993,&quot;change_url&quot;:false,&quot;reinit_js&quot;:false}\">\n      <div class=\"elementor-posts-nothing-found\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1cb71610 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1cb71610\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-38594ba8\" data-id=\"38594ba8\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5098da5 elementor-widget elementor-widget-heading\" data-id=\"5098da5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Lass Uns Reden<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-36de378 elementor-widget elementor-widget-text-editor\" data-id=\"36de378\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Beginnen Sie die Konversation mit unseren Analysten und Entwicklern. Zusammen erheben wir die Bed\u00fcrfnisse und skizzieren die neue L\u00f6sung<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2432fd9c elementor-widget elementor-widget-button\" data-id=\"2432fd9c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/stssoftware.ch\/contact\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Nehmen Sie Kontakt mit unseren Experten auf<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-666a6a8e img-let-talk\" data-id=\"666a6a8e\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Das Natural Language Processing Toolkit (NLTK) ist eine Python-basierte Softwareanwendung, die eine Reihe von Werkzeugen zur Verarbeitung nat\u00fcrlicher Sprache anbietet. <\/p>\n","protected":false},"featured_media":8334,"parent":0,"menu_order":0,"template":"elementor_header_footer","case_studies_category":[94],"class_list":["post-7993","case_studies","type-case_studies","status-publish","has-post-thumbnail","hentry","case_studies_category-ki-und-ml"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - 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