{"id":6445,"date":"2022-04-05T00:00:00","date_gmt":"2022-04-05T00:00:00","guid":{"rendered":"https:\/\/www.moresophy.com\/2025\/02\/05\/recognizing-a-language-without-a-dictionary-a-simple-example-of-the-n-gram-method\/"},"modified":"2025-04-11T12:58:38","modified_gmt":"2025-04-11T12:58:38","slug":"recognizing-a-language-without-a-dictionary-a-simple-example-of-the-n-gram-method","status":"publish","type":"post","link":"https:\/\/www.moresophy.com\/en\/blog\/content-in-context\/recognizing-a-language-without-a-dictionary-a-simple-example-of-the-n-gram-method","title":{"rendered":"Recognizing a Language Without a Dictionary \u2013 A Simple Example of the N-Gram Method"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"6445\" class=\"elementor elementor-6445 elementor-6443\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-91befd1 e-flex e-con-boxed e-con e-parent\" data-id=\"91befd1\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-ef95344 e-con-full e-flex e-con e-child\" data-id=\"ef95344\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f734e11 elementor-hidden-mobile elementor-widget elementor-widget-spacer\" data-id=\"f734e11\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9350951 elementor-widget elementor-widget-button\" data-id=\"9350951\" 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:\/\/www.moresophy.com\/blog\/content-in-context\">\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\">Content in Context<\/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<div class=\"elementor-element elementor-element-f8d90b3 e-con-full e-flex e-con e-child\" data-id=\"f8d90b3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3f83fea author_blog elementor-widget elementor-widget-text-editor\" data-id=\"3f83fea\" 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><a href=\"https:\/\/www.moresophy.com\/en\/ulrike-handelshauser\">Ulrike Handelshauser<\/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-679cfd4 elementor-widget elementor-widget-text-editor\" data-id=\"679cfd4\" 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>|<\/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-89f731a elementor-widget elementor-widget-text-editor\" data-id=\"89f731a\" 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\tApril 5, 2022\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-260b959 elementor-widget elementor-widget-text-editor\" data-id=\"260b959\" 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>|<\/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-956b807 elementor-widget elementor-widget-text-editor\" data-id=\"956b807\" 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=\"blog-reading-time\">4 min. read<\/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\t\t<div class=\"elementor-element elementor-element-744b7d8 elementor-widget elementor-widget-heading\" data-id=\"744b7d8\" 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\">Recognizing a Language Without a Dictionary \u2013 A Simple Example of the N-Gram Method<\/h2>\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-60cf7d0 e-con-full elementor-hidden-tablet elementor-hidden-mobile e-flex e-con e-child\" data-id=\"60cf7d0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-95db20c e-flex e-con-boxed e-con e-parent\" data-id=\"95db20c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-358bca5 elementor-widget elementor-widget-button\" data-id=\"358bca5\" 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:\/\/www.moresophy.com\/en\/blog\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-arrow-left\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M257.5 445.1l-22.2 22.2c-9.4 9.4-24.6 9.4-33.9 0L7 273c-9.4-9.4-9.4-24.6 0-33.9L201.4 44.7c9.4-9.4 24.6-9.4 33.9 0l22.2 22.2c9.5 9.5 9.3 25-.4 34.3L136.6 216H424c13.3 0 24 10.7 24 24v32c0 13.3-10.7 24-24 24H136.6l120.5 114.8c9.8 9.3 10 24.8.4 34.3z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Back to the blog overview<\/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<div class=\"elementor-element elementor-element-f8a41ab elementor-share-buttons--view-icon elementor-share-buttons--skin-minimal elementor-share-buttons--shape-circle elementor-share-buttons--color-custom elementor-grid-0 elementor-widget elementor-widget-share-buttons\" data-id=\"f8a41ab\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"share-buttons.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-grid\" role=\"list\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_facebook\" role=\"button\" tabindex=\"0\" aria-label=\"Share on facebook\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fab-facebook\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M504 256C504 119 393 8 256 8S8 119 8 256c0 123.78 90.69 226.38 209.25 245V327.69h-63V256h63v-54.64c0-62.15 37-96.48 93.67-96.48 27.14 0 55.52 4.84 55.52 4.84v61h-31.28c-30.8 0-40.41 19.12-40.41 38.73V256h68.78l-11 71.69h-57.78V501C413.31 482.38 504 379.78 504 256z\"><\/path><\/svg>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_linkedin\" role=\"button\" tabindex=\"0\" aria-label=\"Share on linkedin\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fab-linkedin\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3zM135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5zm282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9V416z\"><\/path><\/svg>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_x-twitter\" role=\"button\" tabindex=\"0\" aria-label=\"Share on x-twitter\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fab-x-twitter\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M389.2 48h70.6L305.6 224.2 487 464H345L233.7 318.6 106.5 464H35.8L200.7 275.5 26.8 48H172.4L272.9 180.9 389.2 48zM364.4 421.8h39.1L151.1 88h-42L364.4 421.8z\"><\/path><\/svg>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-grid-item\" role=\"listitem\">\n\t\t\t\t\t\t<div class=\"elementor-share-btn elementor-share-btn_email\" role=\"button\" tabindex=\"0\" aria-label=\"Share on email\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__icon\">\n\t\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-envelope\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M502.3 190.8c3.9-3.1 9.7-.2 9.7 4.7V400c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48V195.6c0-5 5.7-7.8 9.7-4.7 22.4 17.4 52.1 39.5 154.1 113.6 21.1 15.4 56.7 47.8 92.2 47.6 35.7.3 72-32.8 92.3-47.6 102-74.1 131.6-96.3 154-113.7zM256 320c23.2.4 56.6-29.2 73.4-41.4 132.7-96.3 142.8-104.7 173.4-128.7 5.8-4.5 9.2-11.5 9.2-18.9v-19c0-26.5-21.5-48-48-48H48C21.5 64 0 85.5 0 112v19c0 7.4 3.4 14.3 9.2 18.9 30.6 23.9 40.7 32.4 173.4 128.7 16.8 12.2 50.2 41.8 73.4 41.4z\"><\/path><\/svg>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ef466c2 e-flex e-con-boxed e-con e-parent\" data-id=\"ef466c2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5296644 elementor-widget elementor-widget-text-editor\" data-id=\"5296644\" 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>Is it even possible to tell what language a text is written in (apart from the most common ones) without looking it up in dictionaries? Computational linguistics has a clear and simple method for doing this. <\/p>\n<p>A person can often recognize the language in which a text is written from just a few sentences and without the aid of a dictionary. The letters and symbols reveal which language area &#8211; e.g. Western European, Greek, Russian, Indian or Asian &#8211; the text belongs to. Diacritical marks such as &#8220;<em>\u00e9, \u00e8, \u00ea, \u0141, \u0148<\/em>&#8221; and punctuation marks such as <em>&#8220;!, ?,\u00bf, <\/em>\u061f, \u1803,<em>\u1363&#8221;<\/em> provide further clues.  <\/p>\n<p>A computer works differently. It doesn&#8217;t need a dictionary either, but it doesn&#8217;t care about an alphabet or the meaning of a single character. It simply counts the occurrences of each character for the individual languages or even dialects in a large amount of training data from a wide variety of domains, calculates different percentages and stores these statistics as a kind of fingerprint. In German, for example, there are many &#8220;<em>e, n<\/em>&#8221; and few &#8220;<em>y, x, q<\/em>&#8220;; in English there are &#8220;<em>e, t, a<\/em>&#8221; and &#8220;<em>x, q, z<\/em>&#8220;. Other features such as the proportion of upper and lower case letters, spaces, punctuation marks and the distribution curve of sentence and word lengths refine the linguistic fingerprint. For language recognition, a fingerprint is also calculated from the unknown text and compared with the existing ones. The closest match shows the language being searched for.      <\/p>\n<\/p>\n<p>However, the computer not only looks at individual characters <strong>(unigrams<\/strong>), but also at two adjacent characters <strong>(bigrams<\/strong>), regardless of whether they are alphabet characters, spaces or punctuation marks. It works with overlapping bigrams, i.e. the first bigram starts at position 1 and contains the first and second characters, the second bigram starts at position 2 and contains the second and third characters, and so on. <\/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-2e30833 elementor-widget elementor-widget-image\" data-id=\"2e30833\" 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=\"944\" height=\"536\" src=\"https:\/\/www.moresophy.com\/wp-content\/uploads\/2022\/04\/sprachenerkennung_bigramme.webp\" class=\"attachment-large size-large wp-image-6449\" alt=\"Sprachenerkennung Biagramme\" srcset=\"https:\/\/www.moresophy.com\/wp-content\/uploads\/2022\/04\/sprachenerkennung_bigramme.webp 944w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2022\/04\/sprachenerkennung_bigramme-300x170.webp 300w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2022\/04\/sprachenerkennung_bigramme-768x436.webp 768w\" sizes=\"(max-width: 944px) 100vw, 944px\" \/>\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 class=\"elementor-element elementor-element-5cd989d elementor-widget elementor-widget-text-editor\" data-id=\"5cd989d\" 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>Again, depending on the language, there are typically more frequent combinations, especially with word prefixes and suffixes. In German these are &#8220;<em>er, en, el, be, ge, ab, an, zu, st, kl, kr, br, pr, kr, bl, ei, ch, ig<\/em>&#8220;, in English &#8220;<em>un, in, il, im, ir, re, ex, or<\/em>&#8220;. Further information is provided by the <strong>trigrams<\/strong>; in German these are &#8220;<em>sch, str, ver, auf, aus, bei, ein, ent, her, hin, vor, zer, ung, nis, tum, t\u00e4t, gen, ben, hen, sen, kel, pel, kel, der, ter, ber, ler, sam, bar<\/em>&#8220;, in English &#8220;<em>dis, non, mis, ian, ism, ive, sis<\/em>&#8220;. Next come the 4-grams and so on. The more precise the fingerprint of a language, the easier it is to distinguish closely related languages.   <\/p>\n<p>As the N-gram method is independent of language and alphabet, it is also used to decode ciphers. It is also well suited for quickly and easily making a statement about the content of a text. The N-grams are not formed at character level, but at word level. The reference here is a constructed text that contains all key words and expressions and, in particular, all paraphrases for a desired and predefined topic, thus providing an &#8220;ideal&#8221; fingerprint statistic. When compared with this, e.g. e-mails or forum posts with &#8220;dangerous&#8221; content on the subject of terrorism or drug cultivation can be found.    <\/p>\n<\/p>\n<p>Speech recognition has become very important in our globalized world. It is used, for example, for web content and multinational archives. <\/p>\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c68dfe4 e-flex e-con-boxed e-con e-parent\" data-id=\"c68dfe4\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-ca45dc3 e-con-full e-flex e-con e-child\" data-id=\"ca45dc3\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-74a28af e-con-full e-flex e-con e-child\" data-id=\"74a28af\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8cc31a6 elementor-widget elementor-widget-image\" data-id=\"8cc31a6\" 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=\"880\" height=\"880\" src=\"https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/04\/ulrike_moresophy.webp\" class=\"attachment-large size-large wp-image-9470\" alt=\"Portrait von Ulrike Handelshauser\" srcset=\"https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/04\/ulrike_moresophy.webp 880w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/04\/ulrike_moresophy-300x300.webp 300w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/04\/ulrike_moresophy-150x150.webp 150w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/04\/ulrike_moresophy-768x768.webp 768w\" sizes=\"(max-width: 880px) 100vw, 880px\" \/>\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<div class=\"elementor-element elementor-element-7b58d30 e-con-full e-flex e-con e-child\" data-id=\"7b58d30\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9e7028d elementor-widget elementor-widget-heading\" data-id=\"9e7028d\" 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\"><a href=\"https:\/\/www.moresophy.com\/autor\/ulrike-handelshauser\">Ulrike Handelshauser<\/a><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e570b00 elementor-widget elementor-widget-heading\" data-id=\"e570b00\" 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<h4 class=\"elementor-heading-title elementor-size-default\">Computer scientist and computer linguist<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-01134af elementor-widget elementor-widget-spacer\" data-id=\"01134af\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f708062 elementor-widget elementor-widget-text-editor\" data-id=\"f708062\" 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>Ulrike is a computer scientist and computer linguist. The thematic focus of her blog posts is on the comprehensibility and usability of the human-machine interface. <\/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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a518ac6 e-flex e-con-boxed e-con e-parent\" data-id=\"a518ac6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-5ff5864 e-con-full e-flex e-con e-child\" data-id=\"5ff5864\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5854174 elementor-widget elementor-widget-button\" data-id=\"5854174\" 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:\/\/www.moresophy.com\/en\/blog\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-arrow-left\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M257.5 445.1l-22.2 22.2c-9.4 9.4-24.6 9.4-33.9 0L7 273c-9.4-9.4-9.4-24.6 0-33.9L201.4 44.7c9.4-9.4 24.6-9.4 33.9 0l22.2 22.2c9.5 9.5 9.3 25-.4 34.3L136.6 216H424c13.3 0 24 10.7 24 24v32c0 13.3-10.7 24-24 24H136.6l120.5 114.8c9.8 9.3 10 24.8.4 34.3z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Back to the blog overview<\/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<div class=\"elementor-element elementor-element-ab76775 elementor-widget elementor-widget-button\" data-id=\"ab76775\" 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:\/\/www.moresophy.com\/blog\/content-in-context\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-arrow-right\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M190.5 66.9l22.2-22.2c9.4-9.4 24.6-9.4 33.9 0L441 239c9.4 9.4 9.4 24.6 0 33.9L246.6 467.3c-9.4 9.4-24.6 9.4-33.9 0l-22.2-22.2c-9.5-9.5-9.3-25 .4-34.3L311.4 296H24c-13.3 0-24-10.7-24-24v-32c0-13.3 10.7-24 24-24h287.4L190.9 101.2c-9.8-9.3-10-24.8-.4-34.3z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">All about Content in Context<\/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<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4cc29df e-flex e-con-boxed e-con e-parent\" data-id=\"4cc29df\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6d38ed1 elementor-widget elementor-widget-heading\" data-id=\"6d38ed1\" 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<h3 class=\"elementor-heading-title elementor-size-default\">More articles from Content in Context<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a16df94 elementor-grid-3 elementor-grid-tablet-2 elementor-grid-mobile-1 elementor-widget elementor-widget-loop-grid\" data-id=\"a16df94\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;template_id&quot;:8430,&quot;columns&quot;:3,&quot;_skin&quot;:&quot;post&quot;,&quot;columns_tablet&quot;:&quot;2&quot;,&quot;columns_mobile&quot;:&quot;1&quot;,&quot;edit_handle_selector&quot;:&quot;[data-elementor-type=\\&quot;loop-item\\&quot;]&quot;,&quot;row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;row_gap_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;row_gap_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"loop-grid.post\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-loop-container elementor-grid\" role=\"list\">\n\t\t<style id=\"loop-8430\">.elementor-8430 .elementor-element.elementor-element-95fbe56{--display:flex;--gap:0px 0px;--row-gap:0px;--column-gap:0px;border-style:solid;--border-style:solid;border-width:2px 2px 2px 2px;--border-top-width:2px;--border-right-width:2px;--border-bottom-width:2px;--border-left-width:2px;border-color:var( --e-global-color-4ae3596 );--border-color:var( --e-global-color-4ae3596 );--border-radius:2px 2px 2px 2px;--padding-top:0rem;--padding-bottom:0rem;--padding-left:0rem;--padding-right:0rem;}.elementor-8430 .elementor-element.elementor-element-95fbe56:not(.elementor-motion-effects-element-type-background), .elementor-8430 .elementor-element.elementor-element-95fbe56 > .elementor-motion-effects-container > .elementor-motion-effects-layer{background-color:var( --e-global-color-9ba0f1e );}.elementor-8430 .elementor-element.elementor-element-5240d1f img{height:16rem;object-fit:cover;object-position:center center;}.elementor-8430 .elementor-element.elementor-element-0731158{--display:flex;--gap:0px 0px;--row-gap:0px;--column-gap:0px;--padding-top:4rem;--padding-bottom:4rem;--padding-left:4rem;--padding-right:4rem;}.elementor-8430 .elementor-element.elementor-element-27129ce{--display:flex;--flex-direction:row;--container-widget-width:initial;--container-widget-height:100%;--container-widget-flex-grow:1;--container-widget-align-self:stretch;--flex-wrap-mobile:wrap;--gap:0rem 0.2rem;--row-gap:0rem;--column-gap:0.2rem;--flex-wrap:wrap;--margin-top:0px;--margin-bottom:0px;--margin-left:0px;--margin-right:0px;--padding-top:0px;--padding-bottom:0px;--padding-left:0px;--padding-right:0px;}.elementor-8430 .elementor-element.elementor-element-974de56{column-gap:0px;font-family:var( --e-global-typography-accent-font-family ), Sans-serif;font-size:var( --e-global-typography-accent-font-size );font-weight:var( --e-global-typography-accent-font-weight );color:var( --e-global-color-eb26930 );}.elementor-8430 .elementor-element.elementor-element-974de56 > .elementor-widget-container{margin:00px 0px 00px 0px;padding:0px 0px 0px 0px;}.elementor-8430 .elementor-element.elementor-element-3369b30{font-family:var( --e-global-typography-accent-font-family ), Sans-serif;font-size:var( --e-global-typography-accent-font-size );font-weight:var( --e-global-typography-accent-font-weight );}.elementor-8430 .elementor-element.elementor-element-3369b30 > .elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 0px 0px;}.elementor-8430 .elementor-element.elementor-element-28de411{font-family:var( --e-global-typography-accent-font-family ), Sans-serif;font-size:var( --e-global-typography-accent-font-size );font-weight:var( --e-global-typography-accent-font-weight );}.elementor-8430 .elementor-element.elementor-element-28de411 > .elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 0px 0px;}.elementor-8430 .elementor-element.elementor-element-d3ef939{font-family:var( --e-global-typography-accent-font-family ), Sans-serif;font-size:var( --e-global-typography-accent-font-size );font-weight:var( --e-global-typography-accent-font-weight );}.elementor-8430 .elementor-element.elementor-element-d3ef939 > .elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 0px 0px;}.elementor-8430 .elementor-element.elementor-element-65343d3{font-family:var( --e-global-typography-accent-font-family ), Sans-serif;font-size:var( --e-global-typography-accent-font-size );font-weight:var( --e-global-typography-accent-font-weight );color:var( --e-global-color-eb26930 );}.elementor-8430 .elementor-element.elementor-element-65343d3 > .elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 0px 0px;}.elementor-8430 .elementor-element.elementor-element-ab5fba3{--spacer-size:0.5rem;}.elementor-8430 .elementor-element.elementor-element-98718ca .elementor-button{font-family:var( --e-global-typography-accent-font-family ), Sans-serif;font-size:var( --e-global-typography-accent-font-size );font-weight:var( --e-global-typography-accent-font-weight );fill:var( --e-global-color-text );color:var( --e-global-color-text );background-color:#00223D00;transition-duration:0.2s;border-style:solid;border-width:2px 2px 2px 2px;border-color:var( --e-global-color-text );border-radius:4px 4px 4px 4px;padding:00.4rem 00.6rem 00.4rem 0.6rem;}.elementor-8430 .elementor-element.elementor-element-078a746{--spacer-size:1.2rem;}.elementor-8430 .elementor-element.elementor-element-90d7801 .elementor-heading-title{font-family:var( --e-global-typography-9d2a5b8-font-family ), Sans-serif;font-size:var( --e-global-typography-9d2a5b8-font-size );font-weight:var( --e-global-typography-9d2a5b8-font-weight );line-height:var( --e-global-typography-9d2a5b8-line-height );letter-spacing:var( --e-global-typography-9d2a5b8-letter-spacing );word-spacing:var( --e-global-typography-9d2a5b8-word-spacing );color:var( --e-global-color-primary );}@media(max-width:1024px){.elementor-8430 .elementor-element.elementor-element-974de56{font-size:var( --e-global-typography-accent-font-size );}.elementor-8430 .elementor-element.elementor-element-3369b30{font-size:var( --e-global-typography-accent-font-size );}.elementor-8430 .elementor-element.elementor-element-28de411{font-size:var( --e-global-typography-accent-font-size );}.elementor-8430 .elementor-element.elementor-element-d3ef939{font-size:var( --e-global-typography-accent-font-size );}.elementor-8430 .elementor-element.elementor-element-65343d3{font-size:var( --e-global-typography-accent-font-size );}.elementor-8430 .elementor-element.elementor-element-98718ca .elementor-button{font-size:var( --e-global-typography-accent-font-size );}.elementor-8430 .elementor-element.elementor-element-90d7801 .elementor-heading-title{font-size:var( --e-global-typography-9d2a5b8-font-size );line-height:var( --e-global-typography-9d2a5b8-line-height );letter-spacing:var( --e-global-typography-9d2a5b8-letter-spacing );word-spacing:var( --e-global-typography-9d2a5b8-word-spacing );}}@media(max-width:767px){.elementor-8430 .elementor-element.elementor-element-0731158{--padding-top:2rem;--padding-bottom:2rem;--padding-left:2rem;--padding-right:2rem;}.elementor-8430 .elementor-element.elementor-element-974de56{font-size:var( --e-global-typography-accent-font-size );}.elementor-8430 .elementor-element.elementor-element-3369b30{font-size:var( --e-global-typography-accent-font-size );}.elementor-8430 .elementor-element.elementor-element-28de411{font-size:var( --e-global-typography-accent-font-size );}.elementor-8430 .elementor-element.elementor-element-d3ef939{font-size:var( --e-global-typography-accent-font-size );}.elementor-8430 .elementor-element.elementor-element-65343d3{font-size:var( --e-global-typography-accent-font-size );}.elementor-8430 .elementor-element.elementor-element-98718ca .elementor-button{font-size:var( --e-global-typography-accent-font-size );}.elementor-8430 .elementor-element.elementor-element-90d7801 .elementor-heading-title{font-size:var( --e-global-typography-9d2a5b8-font-size );line-height:var( --e-global-typography-9d2a5b8-line-height );letter-spacing:var( --e-global-typography-9d2a5b8-letter-spacing );word-spacing:var( --e-global-typography-9d2a5b8-word-spacing );}}<\/style>\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"8430\" class=\"elementor elementor-8430 elementor-7642 elementor-7642 e-loop-item e-loop-item-13660 post-13660 post type-post status-publish format-standard has-post-thumbnail hentry category-content-in-context tag-ai tag-ai-in-marketing tag-ai-solutions tag-ai-solutions-en tag-content-en tag-generative-ai tag-generative-engine-optimization tag-generative-ki tag-geo tag-seo-en\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-95fbe56 e-flex e-con-boxed e-con e-parent\" data-id=\"95fbe56\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5240d1f elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"5240d1f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-featured-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=\"1024\" height=\"682\" src=\"https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/11\/beitragsbild_geo-1024x682.webp\" class=\"attachment-large size-large wp-image-13669\" alt=\"Von Rankings zu Relevanz: Wie Marken im Zeitalter der Antwortmaschinen sichtbar bleiben\" srcset=\"https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/11\/beitragsbild_geo-1024x682.webp 1024w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/11\/beitragsbild_geo-300x200.webp 300w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/11\/beitragsbild_geo-768x512.webp 768w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/11\/beitragsbild_geo-1536x1024.webp 1536w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2025\/11\/beitragsbild_geo.webp 2000w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\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-0731158 e-con-full e-flex e-con e-child\" data-id=\"0731158\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-27129ce e-con-full e-flex e-con e-child\" data-id=\"27129ce\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-974de56 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"974de56\" 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\tStefan Walz\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-3369b30 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"3369b30\" 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=\"elementor-element elementor-element-0f67422 elementor-widget elementor-widget-text-editor\" data-id=\"0f67422\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n<div class=\"elementor-widget-container\">\n<p>|<\/p>\n<\/div>\n<\/div>\n<div class=\"elementor-element elementor-element-6a3884d elementor-widget elementor-widget-text-editor\" data-id=\"6a3884d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"> <\/div>\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-28de411 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"28de411\" 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\tNovember 3, 2025\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-d3ef939 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"d3ef939\" 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=\"elementor-element elementor-element-0f67422 elementor-widget elementor-widget-text-editor\" data-id=\"0f67422\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n<div class=\"elementor-widget-container\">\n<p>|<\/p>\n<\/div>\n<\/div>\n<div class=\"elementor-element elementor-element-6a3884d elementor-widget elementor-widget-text-editor\" data-id=\"6a3884d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"> <\/div>\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-65343d3 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"65343d3\" 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=\"blog-reading-time\">8 min. read<\/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\t\t<div class=\"elementor-element elementor-element-ab5fba3 elementor-widget elementor-widget-spacer\" data-id=\"ab5fba3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-98718ca elementor-widget elementor-widget-button\" data-id=\"98718ca\" 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-size-sm\" role=\"button\">\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\">Content in Context\n<\/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<div class=\"elementor-element elementor-element-078a746 elementor-widget elementor-widget-spacer\" data-id=\"078a746\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-90d7801 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"90d7801\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.moresophy.com\/en\/blog\/content-in-context\/generative-engine-optimization-from-rankings-to-relevance\">From rankings to relevance: How brands stay visible in the age of response engines<\/a><\/h4>\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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"8430\" class=\"elementor elementor-8430 elementor-7642 elementor-7642 e-loop-item e-loop-item-6221 post-6221 post type-post status-publish format-standard has-post-thumbnail hentry category-content-in-context tag-canonical-urls tag-characteristic-of-good-content tag-content-en tag-content-creation-en tag-context-en tag-duplicate-content-en tag-duplicates tag-editorial-office tag-unique-content\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-95fbe56 e-flex e-con-boxed e-con e-parent\" data-id=\"95fbe56\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5240d1f elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"5240d1f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-featured-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=\"1024\" height=\"669\" src=\"https:\/\/www.moresophy.com\/wp-content\/uploads\/2022\/10\/banner_contentabc-1024x669.webp\" class=\"attachment-large size-large wp-image-7913\" alt=\"Banner Content ABC\" srcset=\"https:\/\/www.moresophy.com\/wp-content\/uploads\/2022\/10\/banner_contentabc-1024x669.webp 1024w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2022\/10\/banner_contentabc-300x196.webp 300w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2022\/10\/banner_contentabc-768x502.webp 768w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2022\/10\/banner_contentabc-1536x1004.webp 1536w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2022\/10\/banner_contentabc.webp 1800w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\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-0731158 e-con-full e-flex e-con e-child\" data-id=\"0731158\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-27129ce e-con-full e-flex e-con e-child\" data-id=\"27129ce\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-974de56 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"974de56\" 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\tProf. Dr. Heiko Beier\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-3369b30 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"3369b30\" 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=\"elementor-element elementor-element-0f67422 elementor-widget elementor-widget-text-editor\" data-id=\"0f67422\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n<div class=\"elementor-widget-container\">\n<p>|<\/p>\n<\/div>\n<\/div>\n<div class=\"elementor-element elementor-element-6a3884d elementor-widget elementor-widget-text-editor\" data-id=\"6a3884d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"> <\/div>\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-28de411 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"28de411\" 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\tOctober 28, 2022\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-d3ef939 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"d3ef939\" 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=\"elementor-element elementor-element-0f67422 elementor-widget elementor-widget-text-editor\" data-id=\"0f67422\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n<div class=\"elementor-widget-container\">\n<p>|<\/p>\n<\/div>\n<\/div>\n<div class=\"elementor-element elementor-element-6a3884d elementor-widget elementor-widget-text-editor\" data-id=\"6a3884d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"> <\/div>\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-65343d3 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"65343d3\" 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=\"blog-reading-time\">4 min. read<\/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\t\t<div class=\"elementor-element elementor-element-ab5fba3 elementor-widget elementor-widget-spacer\" data-id=\"ab5fba3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-98718ca elementor-widget elementor-widget-button\" data-id=\"98718ca\" 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-size-sm\" role=\"button\">\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\">Content in Context\n<\/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<div class=\"elementor-element elementor-element-078a746 elementor-widget elementor-widget-spacer\" data-id=\"078a746\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-90d7801 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"90d7801\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.moresophy.com\/en\/blog\/content-in-context\/content-is-unique\">Content is unique<\/a><\/h4>\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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"8430\" class=\"elementor elementor-8430 elementor-7642 elementor-7642 e-loop-item e-loop-item-6325 post-6325 post type-post status-publish format-standard has-post-thumbnail hentry category-content-in-context tag-characteristic-of-good-content tag-content-en tag-content-creation-en tag-context-en tag-dynamic-content tag-editorial-office tag-metadata\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-95fbe56 e-flex e-con-boxed e-con e-parent\" data-id=\"95fbe56\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5240d1f elementor-widget elementor-widget-theme-post-featured-image elementor-widget-image\" data-id=\"5240d1f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-featured-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=\"1024\" height=\"669\" src=\"https:\/\/www.moresophy.com\/wp-content\/uploads\/2022\/10\/banner_contentabc-1024x669.webp\" class=\"attachment-large size-large wp-image-7913\" alt=\"Banner Content ABC\" srcset=\"https:\/\/www.moresophy.com\/wp-content\/uploads\/2022\/10\/banner_contentabc-1024x669.webp 1024w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2022\/10\/banner_contentabc-300x196.webp 300w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2022\/10\/banner_contentabc-768x502.webp 768w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2022\/10\/banner_contentabc-1536x1004.webp 1536w, https:\/\/www.moresophy.com\/wp-content\/uploads\/2022\/10\/banner_contentabc.webp 1800w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\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-0731158 e-con-full e-flex e-con e-child\" data-id=\"0731158\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-27129ce e-con-full e-flex e-con e-child\" data-id=\"27129ce\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-974de56 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"974de56\" 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\tProf. Dr. Heiko Beier\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-3369b30 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"3369b30\" 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=\"elementor-element elementor-element-0f67422 elementor-widget elementor-widget-text-editor\" data-id=\"0f67422\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n<div class=\"elementor-widget-container\">\n<p>|<\/p>\n<\/div>\n<\/div>\n<div class=\"elementor-element elementor-element-6a3884d elementor-widget elementor-widget-text-editor\" data-id=\"6a3884d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"> <\/div>\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-28de411 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"28de411\" 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\tSeptember 14, 2022\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-d3ef939 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"d3ef939\" 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=\"elementor-element elementor-element-0f67422 elementor-widget elementor-widget-text-editor\" data-id=\"0f67422\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n<div class=\"elementor-widget-container\">\n<p>|<\/p>\n<\/div>\n<\/div>\n<div class=\"elementor-element elementor-element-6a3884d elementor-widget elementor-widget-text-editor\" data-id=\"6a3884d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\"> <\/div>\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-65343d3 card-blog elementor-widget elementor-widget-text-editor\" data-id=\"65343d3\" 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=\"blog-reading-time\">3 min. read<\/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\t\t<div class=\"elementor-element elementor-element-ab5fba3 elementor-widget elementor-widget-spacer\" data-id=\"ab5fba3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-98718ca elementor-widget elementor-widget-button\" data-id=\"98718ca\" 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-size-sm\" role=\"button\">\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\">Content in Context\n<\/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<div class=\"elementor-element elementor-element-078a746 elementor-widget elementor-widget-spacer\" data-id=\"078a746\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-90d7801 elementor-widget elementor-widget-theme-post-title elementor-page-title elementor-widget-heading\" data-id=\"90d7801\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"theme-post-title.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.moresophy.com\/en\/blog\/content-in-context\/content-is-dynamic\">Content is dynamic<\/a><\/h4>\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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Content in Context Ulrike Handelshauser | | Recognizing a Language Without a Dictionary \u2013 A Simple Example of the N-Gram [&hellip;]<\/p>\n","protected":false},"author":11,"featured_media":7191,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[257],"tags":[271,268,269,270,89,272,273,274,275],"class_list":["post-6445","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-content-in-context","tag-ai","tag-bigram","tag-computational-linguistics","tag-contextcloud-en","tag-datenmanagement","tag-machine-learning-en","tag-machine-learning-en-2","tag-n-gram","tag-unigram"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Recognize a language without a dictionary<\/title>\n<meta name=\"description\" content=\"It is possible to tell what language a text is written in without looking it up in dictionaries. An NLU example.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.moresophy.com\/en\/blog\/content-in-context\/recognizing-a-language-without-a-dictionary-a-simple-example-of-the-n-gram-method\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Recognize a language without a dictionary\" \/>\n<meta property=\"og:description\" content=\"It is possible to tell what language a text is written in without looking it up in dictionaries. An NLU example.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.moresophy.com\/en\/blog\/content-in-context\/recognizing-a-language-without-a-dictionary-a-simple-example-of-the-n-gram-method\" \/>\n<meta property=\"article:published_time\" content=\"2022-04-05T00:00:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-04-11T12:58:38+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.moresophy.com\/wp-content\/uploads\/2022\/04\/sprachenerkennung_worterbucher.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"800\" \/>\n\t<meta property=\"og:image:height\" content=\"450\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"author\" content=\"Ulrike Handelshauser\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@moresophy\" \/>\n<meta name=\"twitter:site\" content=\"@moresophy\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Ulrike Handelshauser\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":[\"Article\",\"BlogPosting\"],\"@id\":\"https:\\\/\\\/www.moresophy.com\\\/en\\\/blog\\\/content-in-context\\\/recognizing-a-language-without-a-dictionary-a-simple-example-of-the-n-gram-method#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.moresophy.com\\\/en\\\/blog\\\/content-in-context\\\/recognizing-a-language-without-a-dictionary-a-simple-example-of-the-n-gram-method\"},\"author\":{\"name\":\"Ulrike Handelshauser\",\"@id\":\"https:\\\/\\\/www.moresophy.com\\\/en#\\\/schema\\\/person\\\/1cc7cb43a2e2d0a97d362776843382e0\"},\"headline\":\"Recognizing a Language Without a Dictionary \u2013 A Simple Example of the N-Gram Method\",\"datePublished\":\"2022-04-05T00:00:00+00:00\",\"dateModified\":\"2025-04-11T12:58:38+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.moresophy.com\\\/en\\\/blog\\\/content-in-context\\\/recognizing-a-language-without-a-dictionary-a-simple-example-of-the-n-gram-method\"},\"wordCount\":636,\"publisher\":{\"@id\":\"https:\\\/\\\/www.moresophy.com\\\/en#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/www.moresophy.com\\\/en\\\/blog\\\/content-in-context\\\/recognizing-a-language-without-a-dictionary-a-simple-example-of-the-n-gram-method#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.moresophy.com\\\/wp-content\\\/uploads\\\/2022\\\/04\\\/sprachenerkennung_worterbucher.webp\",\"keywords\":[\"AI\",\"Bigram\",\"Computational linguistics\",\"CONTEXTCLOUD\",\"Datenmanagement\",\"Machine Learning\",\"Machine learning\",\"N-gram\",\"Unigram\"],\"articleSection\":[\"Content in Context\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.moresophy.com\\\/en\\\/blog\\\/content-in-context\\\/recognizing-a-language-without-a-dictionary-a-simple-example-of-the-n-gram-method\",\"url\":\"https:\\\/\\\/www.moresophy.com\\\/en\\\/blog\\\/content-in-context\\\/recognizing-a-language-without-a-dictionary-a-simple-example-of-the-n-gram-method\",\"name\":\"Recognize a language without a dictionary\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.moresophy.com\\\/en#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.moresophy.com\\\/en\\\/blog\\\/content-in-context\\\/recognizing-a-language-without-a-dictionary-a-simple-example-of-the-n-gram-method#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.moresophy.com\\\/en\\\/blog\\\/content-in-context\\\/recognizing-a-language-without-a-dictionary-a-simple-example-of-the-n-gram-method#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.moresophy.com\\\/wp-content\\\/uploads\\\/2022\\\/04\\\/sprachenerkennung_worterbucher.webp\",\"datePublished\":\"2022-04-05T00:00:00+00:00\",\"dateModified\":\"2025-04-11T12:58:38+00:00\",\"description\":\"It is possible to tell what language a text is written in without looking it up in dictionaries. An NLU example.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.moresophy.com\\\/en\\\/blog\\\/content-in-context\\\/recognizing-a-language-without-a-dictionary-a-simple-example-of-the-n-gram-method#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.moresophy.com\\\/en\\\/blog\\\/content-in-context\\\/recognizing-a-language-without-a-dictionary-a-simple-example-of-the-n-gram-method\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.moresophy.com\\\/en\\\/blog\\\/content-in-context\\\/recognizing-a-language-without-a-dictionary-a-simple-example-of-the-n-gram-method#primaryimage\",\"url\":\"https:\\\/\\\/www.moresophy.com\\\/wp-content\\\/uploads\\\/2022\\\/04\\\/sprachenerkennung_worterbucher.webp\",\"contentUrl\":\"https:\\\/\\\/www.moresophy.com\\\/wp-content\\\/uploads\\\/2022\\\/04\\\/sprachenerkennung_worterbucher.webp\",\"width\":800,\"height\":450,\"caption\":\"B\u00fccher auf einer Tastatur\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.moresophy.com\\\/en\\\/blog\\\/content-in-context\\\/recognizing-a-language-without-a-dictionary-a-simple-example-of-the-n-gram-method#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Startseite\",\"item\":\"https:\\\/\\\/www.moresophy.com\\\/en\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Recognizing a Language Without a Dictionary \u2013 A Simple Example of the N-Gram Method\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.moresophy.com\\\/en#website\",\"url\":\"https:\\\/\\\/www.moresophy.com\\\/en\",\"name\":\"moresophy GmbH\",\"description\":\"Entfesseln Sie das Beste aus Ihren Daten\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.moresophy.com\\\/en#organization\"},\"alternateName\":\"moresophy\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.moresophy.com\\\/en?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.moresophy.com\\\/en#organization\",\"name\":\"moresophy GmbH\",\"url\":\"https:\\\/\\\/www.moresophy.com\\\/en\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.moresophy.com\\\/en#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/www.moresophy.com\\\/wp-content\\\/uploads\\\/2024\\\/11\\\/Element-1.svg\",\"contentUrl\":\"https:\\\/\\\/www.moresophy.com\\\/wp-content\\\/uploads\\\/2024\\\/11\\\/Element-1.svg\",\"width\":1,\"height\":1,\"caption\":\"moresophy GmbH\"},\"image\":{\"@id\":\"https:\\\/\\\/www.moresophy.com\\\/en#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/x.com\\\/moresophy\",\"https:\\\/\\\/de.linkedin.com\\\/company\\\/moresophy-gmbh\",\"https:\\\/\\\/www.youtube.com\\\/channel\\\/UCkM0NmSw0iTYWHG86RzAJnw\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.moresophy.com\\\/en#\\\/schema\\\/person\\\/1cc7cb43a2e2d0a97d362776843382e0\",\"name\":\"Ulrike Handelshauser\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/3b1b2881e79c86492656aada1832f5f0283537fe4ccd91d35a509b6a38c5243d?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/3b1b2881e79c86492656aada1832f5f0283537fe4ccd91d35a509b6a38c5243d?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/3b1b2881e79c86492656aada1832f5f0283537fe4ccd91d35a509b6a38c5243d?s=96&d=mm&r=g\",\"caption\":\"Ulrike Handelshauser\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Recognize a language without a dictionary","description":"It is possible to tell what language a text is written in without looking it up in dictionaries. An NLU example.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.moresophy.com\/en\/blog\/content-in-context\/recognizing-a-language-without-a-dictionary-a-simple-example-of-the-n-gram-method","og_locale":"en_US","og_type":"article","og_title":"Recognize a language without a dictionary","og_description":"It is possible to tell what language a text is written in without looking it up in dictionaries. An NLU example.","og_url":"https:\/\/www.moresophy.com\/en\/blog\/content-in-context\/recognizing-a-language-without-a-dictionary-a-simple-example-of-the-n-gram-method","article_published_time":"2022-04-05T00:00:00+00:00","article_modified_time":"2025-04-11T12:58:38+00:00","og_image":[{"width":800,"height":450,"url":"https:\/\/www.moresophy.com\/wp-content\/uploads\/2022\/04\/sprachenerkennung_worterbucher.webp","type":"image\/webp"}],"author":"Ulrike Handelshauser","twitter_card":"summary_large_image","twitter_creator":"@moresophy","twitter_site":"@moresophy","twitter_misc":{"Written by":"Ulrike Handelshauser","Est. reading time":"5 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":["Article","BlogPosting"],"@id":"https:\/\/www.moresophy.com\/en\/blog\/content-in-context\/recognizing-a-language-without-a-dictionary-a-simple-example-of-the-n-gram-method#article","isPartOf":{"@id":"https:\/\/www.moresophy.com\/en\/blog\/content-in-context\/recognizing-a-language-without-a-dictionary-a-simple-example-of-the-n-gram-method"},"author":{"name":"Ulrike Handelshauser","@id":"https:\/\/www.moresophy.com\/en#\/schema\/person\/1cc7cb43a2e2d0a97d362776843382e0"},"headline":"Recognizing a Language Without a Dictionary \u2013 A Simple Example of the N-Gram Method","datePublished":"2022-04-05T00:00:00+00:00","dateModified":"2025-04-11T12:58:38+00:00","mainEntityOfPage":{"@id":"https:\/\/www.moresophy.com\/en\/blog\/content-in-context\/recognizing-a-language-without-a-dictionary-a-simple-example-of-the-n-gram-method"},"wordCount":636,"publisher":{"@id":"https:\/\/www.moresophy.com\/en#organization"},"image":{"@id":"https:\/\/www.moresophy.com\/en\/blog\/content-in-context\/recognizing-a-language-without-a-dictionary-a-simple-example-of-the-n-gram-method#primaryimage"},"thumbnailUrl":"https:\/\/www.moresophy.com\/wp-content\/uploads\/2022\/04\/sprachenerkennung_worterbucher.webp","keywords":["AI","Bigram","Computational linguistics","CONTEXTCLOUD","Datenmanagement","Machine Learning","Machine learning","N-gram","Unigram"],"articleSection":["Content in Context"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/www.moresophy.com\/en\/blog\/content-in-context\/recognizing-a-language-without-a-dictionary-a-simple-example-of-the-n-gram-method","url":"https:\/\/www.moresophy.com\/en\/blog\/content-in-context\/recognizing-a-language-without-a-dictionary-a-simple-example-of-the-n-gram-method","name":"Recognize a language without a dictionary","isPartOf":{"@id":"https:\/\/www.moresophy.com\/en#website"},"primaryImageOfPage":{"@id":"https:\/\/www.moresophy.com\/en\/blog\/content-in-context\/recognizing-a-language-without-a-dictionary-a-simple-example-of-the-n-gram-method#primaryimage"},"image":{"@id":"https:\/\/www.moresophy.com\/en\/blog\/content-in-context\/recognizing-a-language-without-a-dictionary-a-simple-example-of-the-n-gram-method#primaryimage"},"thumbnailUrl":"https:\/\/www.moresophy.com\/wp-content\/uploads\/2022\/04\/sprachenerkennung_worterbucher.webp","datePublished":"2022-04-05T00:00:00+00:00","dateModified":"2025-04-11T12:58:38+00:00","description":"It is possible to tell what language a text is written in without looking it up in dictionaries. An NLU example.","breadcrumb":{"@id":"https:\/\/www.moresophy.com\/en\/blog\/content-in-context\/recognizing-a-language-without-a-dictionary-a-simple-example-of-the-n-gram-method#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.moresophy.com\/en\/blog\/content-in-context\/recognizing-a-language-without-a-dictionary-a-simple-example-of-the-n-gram-method"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.moresophy.com\/en\/blog\/content-in-context\/recognizing-a-language-without-a-dictionary-a-simple-example-of-the-n-gram-method#primaryimage","url":"https:\/\/www.moresophy.com\/wp-content\/uploads\/2022\/04\/sprachenerkennung_worterbucher.webp","contentUrl":"https:\/\/www.moresophy.com\/wp-content\/uploads\/2022\/04\/sprachenerkennung_worterbucher.webp","width":800,"height":450,"caption":"B\u00fccher auf einer Tastatur"},{"@type":"BreadcrumbList","@id":"https:\/\/www.moresophy.com\/en\/blog\/content-in-context\/recognizing-a-language-without-a-dictionary-a-simple-example-of-the-n-gram-method#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Startseite","item":"https:\/\/www.moresophy.com\/en"},{"@type":"ListItem","position":2,"name":"Recognizing a Language Without a Dictionary \u2013 A Simple Example of the N-Gram Method"}]},{"@type":"WebSite","@id":"https:\/\/www.moresophy.com\/en#website","url":"https:\/\/www.moresophy.com\/en","name":"moresophy GmbH","description":"Entfesseln Sie das Beste aus Ihren Daten","publisher":{"@id":"https:\/\/www.moresophy.com\/en#organization"},"alternateName":"moresophy","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.moresophy.com\/en?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.moresophy.com\/en#organization","name":"moresophy GmbH","url":"https:\/\/www.moresophy.com\/en","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.moresophy.com\/en#\/schema\/logo\/image\/","url":"https:\/\/www.moresophy.com\/wp-content\/uploads\/2024\/11\/Element-1.svg","contentUrl":"https:\/\/www.moresophy.com\/wp-content\/uploads\/2024\/11\/Element-1.svg","width":1,"height":1,"caption":"moresophy GmbH"},"image":{"@id":"https:\/\/www.moresophy.com\/en#\/schema\/logo\/image\/"},"sameAs":["https:\/\/x.com\/moresophy","https:\/\/de.linkedin.com\/company\/moresophy-gmbh","https:\/\/www.youtube.com\/channel\/UCkM0NmSw0iTYWHG86RzAJnw"]},{"@type":"Person","@id":"https:\/\/www.moresophy.com\/en#\/schema\/person\/1cc7cb43a2e2d0a97d362776843382e0","name":"Ulrike Handelshauser","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/3b1b2881e79c86492656aada1832f5f0283537fe4ccd91d35a509b6a38c5243d?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/3b1b2881e79c86492656aada1832f5f0283537fe4ccd91d35a509b6a38c5243d?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/3b1b2881e79c86492656aada1832f5f0283537fe4ccd91d35a509b6a38c5243d?s=96&d=mm&r=g","caption":"Ulrike Handelshauser"}}]}},"_links":{"self":[{"href":"https:\/\/www.moresophy.com\/en\/wp-json\/wp\/v2\/posts\/6445","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.moresophy.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.moresophy.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.moresophy.com\/en\/wp-json\/wp\/v2\/users\/11"}],"replies":[{"embeddable":true,"href":"https:\/\/www.moresophy.com\/en\/wp-json\/wp\/v2\/comments?post=6445"}],"version-history":[{"count":14,"href":"https:\/\/www.moresophy.com\/en\/wp-json\/wp\/v2\/posts\/6445\/revisions"}],"predecessor-version":[{"id":9705,"href":"https:\/\/www.moresophy.com\/en\/wp-json\/wp\/v2\/posts\/6445\/revisions\/9705"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.moresophy.com\/en\/wp-json\/wp\/v2\/media\/7191"}],"wp:attachment":[{"href":"https:\/\/www.moresophy.com\/en\/wp-json\/wp\/v2\/media?parent=6445"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.moresophy.com\/en\/wp-json\/wp\/v2\/categories?post=6445"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.moresophy.com\/en\/wp-json\/wp\/v2\/tags?post=6445"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}