{"id":5645,"date":"2023-07-16T12:36:00","date_gmt":"2023-07-16T12:36:00","guid":{"rendered":"https:\/\/laizee.ai\/?p=5645"},"modified":"2024-04-16T15:17:23","modified_gmt":"2024-04-16T15:17:23","slug":"digitale-kommunikation-zwischen-mensch-und-maschine-durch-natural-language-processing","status":"publish","type":"post","link":"https:\/\/laizee.ai\/blog\/digitale-kommunikation-zwischen-mensch-und-maschine-durch-natural-language-processing","title":{"rendered":"Digitale Kommunikation zwischen Mensch und Maschine durch Natural Language Processing"},"content":{"rendered":"<style>.kadence-column5645_9700eb-de > .kt-inside-inner-col,.kadence-column5645_9700eb-de > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column5645_9700eb-de > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column5645_9700eb-de > .kt-inside-inner-col{flex-direction:column;}.kadence-column5645_9700eb-de > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column5645_9700eb-de > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column5645_9700eb-de{position:relative;}.kadence-column5645_9700eb-de, .kt-inside-inner-col > .kadence-column5645_9700eb-de:not(.specificity){margin-top:0px;}@media all and (max-width: 1024px){.kadence-column5645_9700eb-de > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column5645_9700eb-de > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column5645_9700eb-de\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading5645_f212ba-f8, .wp-block-kadence-advancedheading.kt-adv-heading5645_f212ba-f8[data-kb-block=\"kb-adv-heading5645_f212ba-f8\"]{text-align:left;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading5645_f212ba-f8 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading5645_f212ba-f8[data-kb-block=\"kb-adv-heading5645_f212ba-f8\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading5645_f212ba-f8 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading5645_f212ba-f8[data-kb-block=\"kb-adv-heading5645_f212ba-f8\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading5645_f212ba-f8 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading5645_f212ba-f8\">Der technische Fortschritt hat die Art der Computernutzung in den letzten Jahren grundlegend revolutioniert. Kaum eine andere Branche hat dabei die Arbeitsweise der Menschen so stark ver\u00e4ndert. Digitale Kommunikation ist sowohl im privaten als auch im beruflichen Umfeld effektiv und selbstverst\u00e4ndlich. R\u00fcckst\u00e4ndige Bereiche leiden unter ihren veralteten Kommunikationsformen und investieren in Optimierung.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading5645_e3f1d5-cb, .wp-block-kadence-advancedheading.kt-adv-heading5645_e3f1d5-cb[data-kb-block=\"kb-adv-heading5645_e3f1d5-cb\"]{text-align:left;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading5645_e3f1d5-cb mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading5645_e3f1d5-cb[data-kb-block=\"kb-adv-heading5645_e3f1d5-cb\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading5645_e3f1d5-cb img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading5645_e3f1d5-cb[data-kb-block=\"kb-adv-heading5645_e3f1d5-cb\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading5645_e3f1d5-cb wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading5645_e3f1d5-cb\">Weit verbreitet sind aktuell L\u00f6sungen, die menschliche Kommunikation in nat\u00fcrlicher Sprache zwischen Menschen erm\u00f6glichen und solche, die formale Datenkommunikation zwischen IT-Systemen realisieren. Die Ersteren fallen in den Bereich E-Mail, Social Media und Chat. Viele Unternehmen erhalten \u00fcber oben die beschriebenen Kan\u00e4le eine gro\u00dfe Zahl an Kommunikationsanfragen in nat\u00fcrlicher Sprache. Bislang ist ein hoher Flie\u00dftextanteil ein Digitalisierungshindernis und f\u00fchrt zu hohen Kosten durch eine \u00fcberwiegend manuelle Bearbeitung.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading5645_231c30-ef, .wp-block-kadence-advancedheading.kt-adv-heading5645_231c30-ef[data-kb-block=\"kb-adv-heading5645_231c30-ef\"]{text-align:left;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading5645_231c30-ef mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading5645_231c30-ef[data-kb-block=\"kb-adv-heading5645_231c30-ef\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading5645_231c30-ef img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading5645_231c30-ef[data-kb-block=\"kb-adv-heading5645_231c30-ef\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading5645_231c30-ef wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading5645_231c30-ef\">Nat\u00fcrliche Sprache ist vor allem durch eine hohe Vielfalt, Variabilit\u00e4t und Mehrdeutigkeit gepr\u00e4gt. Diese Faktoren machen eine automatisierte Verarbeitung mit klassischen Methoden der Informatik, z.B. Grammatiken, W\u00f6rterb\u00fcchern oder Parsern, fast unm\u00f6glich. Im Gegensatz hierzu haben Menschen eine genetische Veranlagung um Informationen aus dem Kontext der Sprache zu nutzen und so mit diesen Faktoren umzugehen.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading5645_a5e31d-1c, .wp-block-kadence-advancedheading.kt-adv-heading5645_a5e31d-1c[data-kb-block=\"kb-adv-heading5645_a5e31d-1c\"]{text-align:left;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading5645_a5e31d-1c mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading5645_a5e31d-1c[data-kb-block=\"kb-adv-heading5645_a5e31d-1c\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading5645_a5e31d-1c img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading5645_a5e31d-1c[data-kb-block=\"kb-adv-heading5645_a5e31d-1c\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading5645_a5e31d-1c wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading5645_a5e31d-1c\">Das Forschungsgebiet <strong>Natural Language Processing<\/strong> (NLP) untersucht die Schnittstelle zwischen Computern und nat\u00fcrlicher Sprache. Grunds\u00e4tzlich wird in diesem Feld nicht versucht, alleine durch operational formulierte Regeln (Programm-Code usw.) L\u00f6sungsalgorithmen zu implementieren. Vielmehr werden Regeln auf Basis vorhandener Daten angelernt, es entsteht ein statistisches Modell (<strong>Maschinelles Lernen<\/strong>, ML). Sobald das statistische Modell in dieser Form ausreichend trainiert ist, k\u00f6nnen auch unbekannte Texte mit hoher Wahrscheinlichkeit korrekt verarbeitet werden. Die Kombination von manuell erstellten und gelernten Regeln erzeugt eine effektive Algorithmik zur Verarbeitung nat\u00fcrlicher Sprache, als Basis f\u00fcr vielf\u00e4ltige Anwendungsf\u00e4lle.<\/p>\n\n\n<style>.kb-image5645_e5ebbf-4b .kb-image-has-overlay:after{opacity:0.3;}<\/style>\n<figure class=\"wp-block-kadence-image kb-image5645_e5ebbf-4b size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"574\" src=\"https:\/\/laizee.ai\/wp-content\/uploads\/2024\/04\/Spezialisierung-1024x574.png\" alt=\"\" class=\"kb-img wp-image-5723\" srcset=\"https:\/\/laizee.ai\/wp-content\/uploads\/2024\/04\/Spezialisierung-1024x574.png 1024w, https:\/\/laizee.ai\/wp-content\/uploads\/2024\/04\/Spezialisierung-300x168.png 300w, https:\/\/laizee.ai\/wp-content\/uploads\/2024\/04\/Spezialisierung-768x431.png 768w, https:\/\/laizee.ai\/wp-content\/uploads\/2024\/04\/Spezialisierung-1536x861.png 1536w, https:\/\/laizee.ai\/wp-content\/uploads\/2024\/04\/Spezialisierung.png 1794w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption><a>Abbildung\u00a0<\/a>1: \u00a0Spezialisierung auf die Dom\u00e4ne und den Anwendungsfall auf Basis repr\u00e4sentativer Trainingsdaten.\u00a0<\/figcaption><\/figure>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading5645_495022-f5, .wp-block-kadence-advancedheading.kt-adv-heading5645_495022-f5[data-kb-block=\"kb-adv-heading5645_495022-f5\"]{text-align:left;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading5645_495022-f5 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading5645_495022-f5[data-kb-block=\"kb-adv-heading5645_495022-f5\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading5645_495022-f5 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading5645_495022-f5[data-kb-block=\"kb-adv-heading5645_495022-f5\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading5645_495022-f5 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading5645_495022-f5\">Die Methoden des ML sind bereits seit den 50er Jahren Gegenstand der Forschung. Mit dem Durchbruch von Deep-Learning in der Bild- und Sprachverarbeitung in den 2010er Jahren haben diese Methoden zunehmend den Weg in die Unternehmen gefunden.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading5645_81c559-29, .wp-block-kadence-advancedheading.kt-adv-heading5645_81c559-29[data-kb-block=\"kb-adv-heading5645_81c559-29\"]{text-align:left;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading5645_81c559-29 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading5645_81c559-29[data-kb-block=\"kb-adv-heading5645_81c559-29\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading5645_81c559-29 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading5645_81c559-29[data-kb-block=\"kb-adv-heading5645_81c559-29\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading5645_81c559-29 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading5645_81c559-29\">Abbildung 1 illustriert den Entwicklungsprozess von NLP-Anwendungen. F\u00fcr eine m\u00f6glichst repr\u00e4sentative und ausreichend gro\u00dfe Trainingsdatenmenge erfolgt eine manuelle Bearbeitung (Tagging) zur Erstellung einer Referenzl\u00f6sung. Diese Datenmenge (annotierter Korpus) bildet die Basis f\u00fcr das Training des Modells, also der statistischen Verteilung. Nach optionalen Optimierungsschritten ist der Entwicklungsprozess abgeschlossen.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading5645_349391-2c, .wp-block-kadence-advancedheading.kt-adv-heading5645_349391-2c[data-kb-block=\"kb-adv-heading5645_349391-2c\"]{text-align:left;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading5645_349391-2c mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading5645_349391-2c[data-kb-block=\"kb-adv-heading5645_349391-2c\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading5645_349391-2c img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading5645_349391-2c[data-kb-block=\"kb-adv-heading5645_349391-2c\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading5645_349391-2c wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading5645_349391-2c\">W\u00e4hrend der anschlie\u00dfenden Produktionsphase werden auf Basis dieses Modells nun unbekannte Texte analysiert. Entsprechend der jeweiligen Anwendung erfolgt z.B. eine Informationsextraktion, also die Identifikation von bekannten semantischen Strukturen aus dem Text oder eine Analyse der Stimmungslage des Autors beim Schreiben. Von au\u00dfen betrachtet arbeitet das trainierte Modell wie ein menschlicher Sachbearbeiter und kann in bestehende Prozesse integriert werden. Die folgende Fallstudie verdeutlicht diesen Prozess.<\/p>\n<\/div><\/div>\n\n\n<style>.kadence-column5645_1018db-b9 > .kt-inside-inner-col,.kadence-column5645_1018db-b9 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column5645_1018db-b9 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column5645_1018db-b9 > .kt-inside-inner-col{flex-direction:column;}.kadence-column5645_1018db-b9 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column5645_1018db-b9 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column5645_1018db-b9{position:relative;}.kadence-column5645_1018db-b9, .kt-inside-inner-col > .kadence-column5645_1018db-b9:not(.specificity){margin-top:var(--global-kb-spacing-lg, 3rem);}@media all and (max-width: 1024px){.kadence-column5645_1018db-b9 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column5645_1018db-b9 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column5645_1018db-b9\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading5645_309023-b5, .wp-block-kadence-advancedheading.kt-adv-heading5645_309023-b5[data-kb-block=\"kb-adv-heading5645_309023-b5\"]{text-align:left;font-size:var(--global-kb-font-size-lg, 2rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading5645_309023-b5 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading5645_309023-b5[data-kb-block=\"kb-adv-heading5645_309023-b5\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading5645_309023-b5 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading5645_309023-b5[data-kb-block=\"kb-adv-heading5645_309023-b5\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading5645_309023-b5 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading5645_309023-b5\"><strong><strong>Fallstudie<\/strong><\/strong><\/h2>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading5645_637a05-8a, .wp-block-kadence-advancedheading.kt-adv-heading5645_637a05-8a[data-kb-block=\"kb-adv-heading5645_637a05-8a\"]{text-align:left;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading5645_637a05-8a mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading5645_637a05-8a[data-kb-block=\"kb-adv-heading5645_637a05-8a\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading5645_637a05-8a img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading5645_637a05-8a[data-kb-block=\"kb-adv-heading5645_637a05-8a\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading5645_637a05-8a wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading5645_637a05-8a\">Die Deutsche Bahn als Beispiel f\u00fcr einen gro\u00dfen Mobilit\u00e4tsanbieter m\u00f6chte ihre Kundenkommunikation effektiver gestalten. Um die Arbeitskraft ihrer Servicemitarbeiter m\u00f6glichst sinnvoll einzusetzen sollen besonders regelm\u00e4\u00dfige Anfragen, wie<\/p>\n\n\n\n<blockquote class=\"wp-block-quote has-text-align-left is-layout-flow wp-block-quote-is-layout-flow\"><style>.wp-block-kadence-advancedheading.kt-adv-heading5645_060c38-d2, .wp-block-kadence-advancedheading.kt-adv-heading5645_060c38-d2[data-kb-block=\"kb-adv-heading5645_060c38-d2\"]{text-align:center;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading5645_060c38-d2 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading5645_060c38-d2[data-kb-block=\"kb-adv-heading5645_060c38-d2\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading5645_060c38-d2 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading5645_060c38-d2[data-kb-block=\"kb-adv-heading5645_060c38-d2\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading5645_060c38-d2 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading5645_060c38-d2\"><em>\u201eMeine Verbindung von Aachen nach K\u00f6ln am n\u00e4chsten Mittwoch f\u00e4llt aus, welche Ersatzverbindung darf ich nutzen?\u201c<\/em><\/p>\n<\/blockquote>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading5645_9cbc02-12, .wp-block-kadence-advancedheading.kt-adv-heading5645_9cbc02-12[data-kb-block=\"kb-adv-heading5645_9cbc02-12\"]{text-align:left;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading5645_9cbc02-12 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading5645_9cbc02-12[data-kb-block=\"kb-adv-heading5645_9cbc02-12\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading5645_9cbc02-12 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading5645_9cbc02-12[data-kb-block=\"kb-adv-heading5645_9cbc02-12\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading5645_9cbc02-12 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading5645_9cbc02-12\">automatisiert beantwortet werden. Zun\u00e4chst ist zu beobachten, dass die relevanten Parameter der Anfrage in diesem Beispiel konkret genannt werden:<\/p>\n\n\n<style>.wp-block-kadence-image.kb-image5645_555f7f-06:not(.kb-specificity-added):not(.kb-extra-specificity-added){margin-right:var(--global-kb-spacing-3xl, 6.5rem);margin-left:var(--global-kb-spacing-3xl, 6.5rem);}.kb-image5645_555f7f-06 .kb-image-has-overlay:after{opacity:0.3;}<\/style>\n<figure class=\"wp-block-kadence-image kb-image5645_555f7f-06 size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"273\" src=\"https:\/\/laizee.ai\/wp-content\/uploads\/2024\/04\/Tagging-1024x273.png\" alt=\"Annotierte gelabelte Textst\u00fccke\" class=\"kb-img wp-image-5724\" srcset=\"https:\/\/laizee.ai\/wp-content\/uploads\/2024\/04\/Tagging-1024x273.png 1024w, https:\/\/laizee.ai\/wp-content\/uploads\/2024\/04\/Tagging-300x80.png 300w, https:\/\/laizee.ai\/wp-content\/uploads\/2024\/04\/Tagging-768x205.png 768w, https:\/\/laizee.ai\/wp-content\/uploads\/2024\/04\/Tagging-1536x409.png 1536w, https:\/\/laizee.ai\/wp-content\/uploads\/2024\/04\/Tagging.png 1816w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading5645_d73997-50, .wp-block-kadence-advancedheading.kt-adv-heading5645_d73997-50[data-kb-block=\"kb-adv-heading5645_d73997-50\"]{text-align:left;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading5645_d73997-50 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading5645_d73997-50[data-kb-block=\"kb-adv-heading5645_d73997-50\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading5645_d73997-50 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading5645_d73997-50[data-kb-block=\"kb-adv-heading5645_d73997-50\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading5645_d73997-50 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading5645_d73997-50\">Eine automatisierte Extraktion dieser bekannten Konzepte hat zur Folge, dass die Flie\u00dftextanfrage automatisch in eine strukturierte Anfrage \u00fcberf\u00fchrt und so in bestehende digitale Prozesse integriert werden kann.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading5645_7445c4-e8, .wp-block-kadence-advancedheading.kt-adv-heading5645_7445c4-e8[data-kb-block=\"kb-adv-heading5645_7445c4-e8\"]{text-align:left;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading5645_7445c4-e8 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading5645_7445c4-e8[data-kb-block=\"kb-adv-heading5645_7445c4-e8\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading5645_7445c4-e8 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading5645_7445c4-e8[data-kb-block=\"kb-adv-heading5645_7445c4-e8\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading5645_7445c4-e8 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading5645_7445c4-e8\">W\u00e4hrend des Trainingsprozesses werden diese Konzepte in vorhandenen Kundenanfragen annotiert. Mit der resultierenden Trainingsdatenmenge wird ein statistisches Modell so trainiert, dass es Regelm\u00e4\u00dfigkeiten in unbekannten Flie\u00dftexten entdecken kann um Instanzen der antrainierten Konzeptklassen zu extrahieren. Die Kombination des NLP Modells mit einer entsprechenden Gesch\u00e4ftslogik kann nun genutzt werden, um einen Teil der Anfragen automatisiert zu beantworten.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading5645_aa6c71-45, .wp-block-kadence-advancedheading.kt-adv-heading5645_aa6c71-45[data-kb-block=\"kb-adv-heading5645_aa6c71-45\"]{text-align:left;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading5645_aa6c71-45 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading5645_aa6c71-45[data-kb-block=\"kb-adv-heading5645_aa6c71-45\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading5645_aa6c71-45 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading5645_aa6c71-45[data-kb-block=\"kb-adv-heading5645_aa6c71-45\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading5645_aa6c71-45 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading5645_aa6c71-45\">Die Vorteile von ML m\u00f6chten wir in diesem Zusammenhang am Beispiel des Datum-Konzepts verdeutlichen. Um ein Datum aus Anfragen zu extrahieren, k\u00f6nnten wir einen regul\u00e4ren Ausdruck, z.B.<\/p>\n\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">^\\d{1,2}[ \\.]{1,2}\\d{0,2}[ \\.]{0,2}((19|20|21)?\\d{0,2})?$<\/pre>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading5645_0bbb90-bf, .wp-block-kadence-advancedheading.kt-adv-heading5645_0bbb90-bf[data-kb-block=\"kb-adv-heading5645_0bbb90-bf\"]{text-align:left;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading5645_0bbb90-bf mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading5645_0bbb90-bf[data-kb-block=\"kb-adv-heading5645_0bbb90-bf\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading5645_0bbb90-bf img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading5645_0bbb90-bf[data-kb-block=\"kb-adv-heading5645_0bbb90-bf\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading5645_0bbb90-bf wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading5645_0bbb90-bf\">in Kombination mit einem W\u00f6rterbuch (Montag, \u2026, Sonntag, morgen, n\u00e4chsten \u2026) verwenden. Diese klassische Form der Datenverarbeitung funktioniert in vielen F\u00e4llen bereits gut. Kleinste Abweichungen von dem hier definierten Schema f\u00fchren allerdings dazu, dass ein Datum im Text nicht mehr erkannt wird. Zudem birgt dieser Ansatz die Gefahr verschiedener gravierender Fehlersituationen. Zun\u00e4chst stellt sich heraus, dass Fehler, wie z.B. Tippfehler, Rechtschreibfehler usw., nicht ber\u00fccksichtigt werden. Zus\u00e4tzlich gibt es F\u00e4lle in denen W\u00f6rter aus dem W\u00f6rterbuch nicht im Kontext eines Datums genutzt werden.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote has-text-align-left is-layout-flow wp-block-quote-is-layout-flow\"><style>.wp-block-kadence-advancedheading.kt-adv-heading5645_476047-a8, .wp-block-kadence-advancedheading.kt-adv-heading5645_476047-a8[data-kb-block=\"kb-adv-heading5645_476047-a8\"]{text-align:center;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading5645_476047-a8 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading5645_476047-a8[data-kb-block=\"kb-adv-heading5645_476047-a8\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading5645_476047-a8 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading5645_476047-a8[data-kb-block=\"kb-adv-heading5645_476047-a8\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading5645_476047-a8 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading5645_476047-a8\"><em><em><em>\u201e\u2026 den zug habe ich verpasst und warte auf den n\u00e4chsten montag gilt mein wochenendticket aber nicht mehr.\u201c<\/em><\/em><\/em><\/p>\n<\/blockquote>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading5645_8f87a1-3b, .wp-block-kadence-advancedheading.kt-adv-heading5645_8f87a1-3b[data-kb-block=\"kb-adv-heading5645_8f87a1-3b\"]{text-align:left;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading5645_8f87a1-3b mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading5645_8f87a1-3b[data-kb-block=\"kb-adv-heading5645_8f87a1-3b\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading5645_8f87a1-3b img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading5645_8f87a1-3b[data-kb-block=\"kb-adv-heading5645_8f87a1-3b\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading5645_8f87a1-3b wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading5645_8f87a1-3b\">Das Beispiel zeigt, dass \u201en\u00e4chsten\u201c auch eine Referenz auf einen Zug sein kann. Hier erschweren fehlende Satzzeichen zus\u00e4tzlich zur fehlenden Gro\u00df- und Kleinschreibung die Definition allgemeing\u00fcltiger Regeln. Ein auf derartigen Daten trainiertes ML-basiertes NLP Modell erkennt die Referenz und hat so die M\u00f6glichkeit nur \u201eMontag\u201c als Datumsangabe zu identifizieren.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading5645_504b02-cf, .wp-block-kadence-advancedheading.kt-adv-heading5645_504b02-cf[data-kb-block=\"kb-adv-heading5645_504b02-cf\"]{text-align:left;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading5645_504b02-cf mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading5645_504b02-cf[data-kb-block=\"kb-adv-heading5645_504b02-cf\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading5645_504b02-cf img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading5645_504b02-cf[data-kb-block=\"kb-adv-heading5645_504b02-cf\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading5645_504b02-cf wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading5645_504b02-cf\">Der Entwicklungs- und DevOps-Prozess dieses NLP Modells wird, vergleichbar zu konventioneller Softwareentwicklung, durch einen problemspezifischen Tool Stack unterst\u00fctzt. So bieten NLP Frameworks wie bspw. spaCy alle Methoden um NLP Modelle aus vorhandenen Daten zu erzeugen. Die Erstellung der Trainingsdaten werden durch Task-spezifische Annotationstools und ML-spezifische Versionierungstools, wie bspw. DVC unterst\u00fctzt. Erstellte Modelle k\u00f6nnen effizient durch Container-Technologien wie Docker in Kombination mit Systemen zur Bereitstellung der Softwarecontainer wie Amazon EC\u00b2 oder Kubernetes in der Cloud bereitgestellt, betrieben und \u00fcberwacht werden.<\/p>\n<\/div><\/div>\n\n\n<style>.kadence-column5645_4c0b9f-14 > .kt-inside-inner-col,.kadence-column5645_4c0b9f-14 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column5645_4c0b9f-14 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column5645_4c0b9f-14 > .kt-inside-inner-col{flex-direction:column;}.kadence-column5645_4c0b9f-14 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column5645_4c0b9f-14 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column5645_4c0b9f-14{position:relative;}.kadence-column5645_4c0b9f-14, .kt-inside-inner-col > .kadence-column5645_4c0b9f-14:not(.specificity){margin-top:var(--global-kb-spacing-lg, 3rem);}@media all and (max-width: 1024px){.kadence-column5645_4c0b9f-14 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column5645_4c0b9f-14 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column5645_4c0b9f-14\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading5645_a734b5-42, .wp-block-kadence-advancedheading.kt-adv-heading5645_a734b5-42[data-kb-block=\"kb-adv-heading5645_a734b5-42\"]{text-align:left;font-size:var(--global-kb-font-size-lg, 2rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading5645_a734b5-42 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading5645_a734b5-42[data-kb-block=\"kb-adv-heading5645_a734b5-42\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading5645_a734b5-42 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading5645_a734b5-42[data-kb-block=\"kb-adv-heading5645_a734b5-42\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading5645_a734b5-42 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading5645_a734b5-42\"><strong><strong>Zusammenfassung<\/strong><\/strong><\/h2>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading5645_d74620-4c, .wp-block-kadence-advancedheading.kt-adv-heading5645_d74620-4c[data-kb-block=\"kb-adv-heading5645_d74620-4c\"]{text-align:left;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading5645_d74620-4c mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading5645_d74620-4c[data-kb-block=\"kb-adv-heading5645_d74620-4c\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading5645_d74620-4c img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading5645_d74620-4c[data-kb-block=\"kb-adv-heading5645_d74620-4c\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading5645_d74620-4c wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading5645_d74620-4c\">Die Forschung im Bereich des NLP hat in den letzten Jahren grundlegende Fortschritte gemacht. Der enorme Zuwachs in verf\u00fcgbarer Rechenleistung f\u00fchrt zu immer st\u00e4rkeren Modellen und immer besseren NLP Systemen (der Google \u00dcbersetzer ist nur ein positives Beispiel).<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading5645_bd451d-d1, .wp-block-kadence-advancedheading.kt-adv-heading5645_bd451d-d1[data-kb-block=\"kb-adv-heading5645_bd451d-d1\"]{text-align:left;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading5645_bd451d-d1 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading5645_bd451d-d1[data-kb-block=\"kb-adv-heading5645_bd451d-d1\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading5645_bd451d-d1 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading5645_bd451d-d1[data-kb-block=\"kb-adv-heading5645_bd451d-d1\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading5645_bd451d-d1 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading5645_bd451d-d1\">Laut einer Studie von Gartner<a id=\"_ftnref1\" href=\"#_ftn1\">[1]<\/a>,befindet sich NLP gerade auf dem Weg aus der Forschung in die Industrie. Die M\u00f6glichkeiten, die sich aus ML-gest\u00fctztem NLP ergeben, haben in vielen Unternehmen das Potential IT-Prozesse grundlegend kosteneffizient zu optimieren und gleichzeitig den immer weiterwachsenden Anforderungen der Kunden an die Verf\u00fcgbarkeit durch eine vollst\u00e4ndige oder teilweise Automatisierung gerecht zu werden.<\/p>\n<\/div><\/div>\n\n\n<style>.kadence-column5645_164c6c-5f > .kt-inside-inner-col,.kadence-column5645_164c6c-5f > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column5645_164c6c-5f > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column5645_164c6c-5f > .kt-inside-inner-col{flex-direction:column;}.kadence-column5645_164c6c-5f > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column5645_164c6c-5f > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column5645_164c6c-5f{position:relative;}.kadence-column5645_164c6c-5f, .kt-inside-inner-col > .kadence-column5645_164c6c-5f:not(.specificity){margin-top:var(--global-kb-spacing-lg, 3rem);}@media all and (max-width: 1024px){.kadence-column5645_164c6c-5f > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column5645_164c6c-5f > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column5645_164c6c-5f\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedheading.kt-adv-heading5645_320615-a7, .wp-block-kadence-advancedheading.kt-adv-heading5645_320615-a7[data-kb-block=\"kb-adv-heading5645_320615-a7\"]{text-align:left;font-size:var(--global-kb-font-size-lg, 2rem);font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading5645_320615-a7 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading5645_320615-a7[data-kb-block=\"kb-adv-heading5645_320615-a7\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading5645_320615-a7 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading5645_320615-a7[data-kb-block=\"kb-adv-heading5645_320615-a7\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h2 class=\"kt-adv-heading5645_320615-a7 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading5645_320615-a7\"><strong><strong>Autoren<\/strong><\/strong><\/h2>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading5645_305675-78, .wp-block-kadence-advancedheading.kt-adv-heading5645_305675-78[data-kb-block=\"kb-adv-heading5645_305675-78\"]{text-align:left;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading5645_305675-78 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading5645_305675-78[data-kb-block=\"kb-adv-heading5645_305675-78\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading5645_305675-78 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading5645_305675-78[data-kb-block=\"kb-adv-heading5645_305675-78\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading5645_305675-78 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading5645_305675-78\"><strong>Prof. Dr. Bodo Kraft<\/strong> <br>Prof. Dr. Bodo Kraft ist Gr\u00fcnder und Leiter des Labors Business Programming. Er betreibt dort seit \u00fcber zehn Jahren zusammen mit aktuell f\u00fcnf Promovierenden anwendungs-orientierte Forschung im Umfeld von Computer-Linguistik. Gemeinsame Basis der unterschiedlichen Projekte ist die Problemstellung, massenhaft anfallende, nat\u00fcrlichsprachliche Dokumente effizient und automatisiert zur verarbeiten.&nbsp;<br>Die erfolgreiche Anpassung der L\u00f6sungen auf die jeweilige Dom\u00e4ne ist hierbei elementar. Ein weiterer Schwerpunkt liegt auf einer agilen, qualit\u00e4tsgetriebenen Vorgehensweise zur Erstellung betrieblich verwertbarer und wartbarer Softwaresysteme.<\/p>\n\n\n<style>.wp-block-kadence-advancedheading.kt-adv-heading5645_84cf05-cd, .wp-block-kadence-advancedheading.kt-adv-heading5645_84cf05-cd[data-kb-block=\"kb-adv-heading5645_84cf05-cd\"]{text-align:left;font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading5645_84cf05-cd mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading5645_84cf05-cd[data-kb-block=\"kb-adv-heading5645_84cf05-cd\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading5645_84cf05-cd img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading5645_84cf05-cd[data-kb-block=\"kb-adv-heading5645_84cf05-cd\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<p class=\"kt-adv-heading5645_84cf05-cd wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading5645_84cf05-cd\"><strong>M. Sc. Lars Kl\u00f6ser<\/strong><br>M. Sc. Lars Kl\u00f6ser hat an der RWTH Aachen Informatik studiert und promoviert nun bei Prof. Dr. Bodo Kraft und ist Teil des Labor Business Programming. Sein Fokus liegt auf NLP und besonders auf der Extraktion komplexer semantischer Strukturen aus rechtlichen Texten.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><a href=\"#_ftnref1\" id=\"_ftn1\">[1]<\/a> https:\/\/www.gartner.com\/smarterwithgartner\/top-trends-on-the-gartner-hype-cycle-for-artificial-intelligence-2019\/<\/p>\n<\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Der technische Fortschritt hat die Art der Computernutzung in den letzten Jahren&#8230;<\/p>\n","protected":false},"author":6,"featured_media":5980,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"_kad_blocks_custom_css":"","_kad_blocks_head_custom_js":"","_kad_blocks_body_custom_js":"","_kad_blocks_footer_custom_js":"","_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_kadence_starter_templates_imported_post":false,"_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"_kad_post_classname":"","footnotes":""},"categories":[13],"tags":[23,15],"class_list":["post-5645","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-natural-language-processing","tag-ai","tag-nlp"],"acf":[],"taxonomy_info":{"category":[{"value":13,"label":"Natural Language Processing"}],"post_tag":[{"value":23,"label":"AI"},{"value":15,"label":"NLP"}]},"featured_image_src_large":["https:\/\/laizee.ai\/wp-content\/uploads\/2023\/07\/Mensch-Maschine-Header-1024x511.png",1024,511,true],"author_info":{"display_name":"Bodo Kraft","author_link":"https:\/\/laizee.ai\/author\/bodo-kraft"},"comment_info":13,"category_info":[{"term_id":13,"name":"Natural Language Processing","slug":"natural-language-processing","term_group":0,"term_taxonomy_id":13,"taxonomy":"category","description":"","parent":0,"count":3,"filter":"raw","cat_ID":13,"category_count":3,"category_description":"","cat_name":"Natural Language Processing","category_nicename":"natural-language-processing","category_parent":0}],"tag_info":[{"term_id":23,"name":"AI","slug":"ai","term_group":0,"term_taxonomy_id":23,"taxonomy":"post_tag","description":"","parent":0,"count":7,"filter":"raw"},{"term_id":15,"name":"NLP","slug":"nlp","term_group":0,"term_taxonomy_id":15,"taxonomy":"post_tag","description":"","parent":0,"count":5,"filter":"raw"}],"_links":{"self":[{"href":"https:\/\/laizee.ai\/wp-json\/wp\/v2\/posts\/5645","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/laizee.ai\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/laizee.ai\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/laizee.ai\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/laizee.ai\/wp-json\/wp\/v2\/comments?post=5645"}],"version-history":[{"count":22,"href":"https:\/\/laizee.ai\/wp-json\/wp\/v2\/posts\/5645\/revisions"}],"predecessor-version":[{"id":5794,"href":"https:\/\/laizee.ai\/wp-json\/wp\/v2\/posts\/5645\/revisions\/5794"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/laizee.ai\/wp-json\/wp\/v2\/media\/5980"}],"wp:attachment":[{"href":"https:\/\/laizee.ai\/wp-json\/wp\/v2\/media?parent=5645"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/laizee.ai\/wp-json\/wp\/v2\/categories?post=5645"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/laizee.ai\/wp-json\/wp\/v2\/tags?post=5645"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}