{"id":7814,"date":"2025-09-18T09:18:40","date_gmt":"2025-09-18T07:18:40","guid":{"rendered":"https:\/\/kaleidoscope.at\/?post_type=blog&#038;p=7814"},"modified":"2025-09-18T09:47:31","modified_gmt":"2025-09-18T07:47:31","slug":"termrag-tag-co","status":"publish","type":"blog","link":"https:\/\/kaleidoscope.at\/en\/blog\/termrag-tag-co\/","title":{"rendered":"TermRAG, TAG &amp; Co.\u2014Many Names, Many Possibilities"},"content":{"rendered":"\n<div class=\"wp-block-uagb-container uagb-block-eb4f155b alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<div class=\"wp-block-uagb-container uagb-block-ca4acc86\">\n<p class=\"wp-block-paragraph\" style=\"margin-top:0;margin-right:0;margin-bottom:0;margin-left:0;padding-top:0;padding-right:0;padding-bottom:0;padding-left:0\">Generative AI combined with either large language models (LLMs) or small language models (SLMs) [1] has become an integral part of many professional communication and documentation departments, even though it only appeared on the scene a few years ago. With generative AI increasing the efficiency and productivity of copywriters, technical writers, and other content creators, it is increasingly being used to facilitate the creation and translation of information products.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-56eb584d\">\n<div class=\"wp-block-rank-math-toc-block\" style=\"margin-top:0;margin-bottom:0;padding-top:0;padding-bottom:0\" id=\"rank-math-toc\"><h2>The contents at a glance:<\/h2><nav><ul><li class=\"\"><a href=\"#ll-ms-und-terminologische-vorgaben\">LLMs and terminology requirements<\/a><\/li><li class=\"\"><a href=\"#ll-ms-und-terminologische-vorgaben-1\">Terminological data and RAG<\/a><\/li><li class=\"\"><a href=\"#ll-ms-und-terminologische-vorgaben-1-1\">TermRAG, TAG &amp; Co.\u2014Implementation<\/a><\/li><li class=\"\"><a href=\"#ll-ms-und-terminologische-vorgaben-1-1-1\">Conclusion<\/a><\/li><li class=\"\"><a href=\"#ll-ms-und-terminologische-vorgaben-1-1-1-1\">Further Reading<\/a><\/li><\/ul><\/nav><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-9af41958 alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<p class=\"wp-block-paragraph\" style=\"margin-top:0;margin-right:0;margin-bottom:0;margin-left:0;padding-top:0;padding-right:0;padding-bottom:0;padding-left:0\">Nevertheless, technical documentation must still meet other requirements regardless of any efficiency considerations, such as comprehensibility and legal certainty of the information products\u2014whether AI is used or not. This often goes hand in hand with other quality requirements such as recognizability and consistency in corporate communications [2].<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"margin-top:0;margin-right:0;margin-bottom:0;margin-left:0;padding-top:0;padding-right:0;padding-bottom:0;padding-left:0\">If we narrow our focus down to terminology in particular, the reasons for establishing standardized terminology processes in companies often relate to the quality benefits that arise from the consistent usage of terminology and thus greater text comprehensibility [3]. However, it is well known that the lack of terminological consistency and the use of non-company-specific terms is one of the biggest weaknesses of AI-generated texts when working with generic LLMs [4, 5].<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"ll-ms-und-terminologische-vorgaben\" style=\"margin-top:var(--wp--preset--spacing--50);margin-bottom:var(--wp--preset--spacing--40)\"><strong>LLMs and terminology requirements<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"margin-top:0;margin-right:0;margin-bottom:0;margin-left:0;padding-top:0;padding-right:0;padding-bottom:0;padding-left:0\">LLMs can be 'forced' to use certain terminology in a number of ways [4]. In simple cases, the terminology can be stipulated by the user in the prompt at the end of their actual query by just inserting all the information from a terminology database as plain text. The LLM then processes this terminological information together with the actual query and decides which parts of the terminology database are relevant for its answer.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Similarly, some AI chatbots can also be provided with additional information in a file: in other words, the user can export the entire terminology database and uploaded it to the chat. Alternatively, terminological instructions can also be stored in the system prompts.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">All these methods are user-friendly and technically easy to implement, although they do have their disadvantages. While terminology databases can contain thousands of concepts with detailed additional data such as definitions, designations, and usage status, LLMs can only process a limited amount of information (measured in so-called \"tokens\"). Referred to as the \"window\", exceeding this limit causes the LLM to omit the extra terminology specifications and conversation details, which ultimately leads to an unsatisfactory result [6]. Terminological consistency is one of the qualities that can be negatively impacted, even though the correct terminology was actually provided to the model.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Another disadvantage of these more simple methods is that the LLM itself has to decide which parts of the terminology database are relevant for answering the current query. Practical experience has shown that the LLM often makes the wrong decision here. In addition to these two problems, companies must be alive to the dangers of feeding commercially sensitive or copyright-protected data into an LLM.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"ll-ms-und-terminologische-vorgaben-1\" style=\"margin-top:var(--wp--preset--spacing--50);margin-bottom:var(--wp--preset--spacing--40)\"><strong>Terminological data and RAG<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"margin-top:0;margin-right:0;margin-bottom:0;margin-left:0;padding-top:0;padding-right:0;padding-bottom:0;padding-left:0\">The so-called RAG technique (Retrieval-Augmented Generation) has been developed in recent years to overcome the problems mentioned above when linking external data to an LLM [7, 8]. The basic idea is to pre-select only those sections from the available documentation (known as a knowledge base) that are actually relevant before any further processing takes place in the LLM. Relevant sections can be selected using different information retrieval techniques depending on the application scenario and the nature of the documents in the knowledge base. This means that the LLM only has to process as much information as necessary, which can largely counteract the \"window\" problem and protect sensitive data at the same time.&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image size-large has-custom-border\" style=\"margin-top:var(--wp--preset--spacing--50);margin-bottom:var(--wp--preset--spacing--30)\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"233\" src=\"https:\/\/kaleidoscope.at\/wp-content\/uploads\/2025\/07\/RAG_ConceptDiagram_AdobeStock_1546204151-1-1024x233.png\" alt=\"TermRAG, TAG &amp; Co. \u2013 viele Namen, vielf\u00e4ltige Einsatzm\u00f6glichkeiten\" class=\"wp-image-7393\" style=\"border-style:none;border-width:0px\" srcset=\"https:\/\/kaleidoscope.at\/wp-content\/uploads\/2025\/07\/RAG_ConceptDiagram_AdobeStock_1546204151-1-1024x233.png 1024w, https:\/\/kaleidoscope.at\/wp-content\/uploads\/2025\/07\/RAG_ConceptDiagram_AdobeStock_1546204151-1-300x68.png 300w, https:\/\/kaleidoscope.at\/wp-content\/uploads\/2025\/07\/RAG_ConceptDiagram_AdobeStock_1546204151-1-768x175.png 768w, https:\/\/kaleidoscope.at\/wp-content\/uploads\/2025\/07\/RAG_ConceptDiagram_AdobeStock_1546204151-1-1536x350.png 1536w, https:\/\/kaleidoscope.at\/wp-content\/uploads\/2025\/07\/RAG_ConceptDiagram_AdobeStock_1546204151-1-2048x467.png 2048w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"margin-top:0;margin-right:0;margin-bottom:0;margin-left:0;padding-top:0;padding-right:0;padding-bottom:0;padding-left:0\">Yet the LLM can benefit from much more than just information on which terms to use. Within the terminology community, the use of terminology databases for knowledge management has been a topic of hefty discussion for many years now [3, 4, 9]. Linking terminological data to LLMs using RAG can also unlock further benefits thanks to the additional information that these databases contain: content such as term definitions and other useful details enables the company-wide understanding of concepts and terms to be fed into the LLM. In this way, an LLM-based, terminology-supported chatbot could play an important role in the transfer and exchange of knowledge in both internal and external company communications.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"margin-top:0;margin-right:0;margin-bottom:0;margin-left:0;padding-top:0;padding-right:0;padding-bottom:0;padding-left:0\">The good news is that using terminology databases as a knowledge base for RAG is already providing good results without the terminology database needing to contain an explicit term system or be available as formal knowledge graphs [6, 10]. Existing terminology databases already create added value for LLMs if they follow the simple concept-oriented structure. However, academic studies have shown that explicit concept relationships hold even more potential for LLMs and therefore for further application scenarios of terminology databases [11].<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"ll-ms-und-terminologische-vorgaben-1-1\" style=\"margin-top:var(--wp--preset--spacing--50);margin-bottom:var(--wp--preset--spacing--40)\"><strong>TermRAG, TAG &amp; Co.\u2014Implementation<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"margin-top:0;margin-right:0;margin-bottom:0;margin-left:0;padding-top:0;padding-right:0;padding-bottom:0;padding-left:0\">These and other potential applications for connecting terminology databases to LLMs using a RAG pipeline are currently being widely discussed and tested in theory and in practice [5, 6, 10]. It is a topic that has even found its way into terminology training [12], where the associated technology often has a number of different names in the terminology community (such as TermRAG [12], TAG [6], or M-RAG [13]). While we cannot examine the content of these discussions in any great detail here (such as the favorable data format, the appropriate retrieval technique, or prompt engineering), we will outline the current technical possibilities.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"margin-top:0;margin-right:0;margin-bottom:0;margin-left:0;padding-top:0;padding-right:0;padding-bottom:0;padding-left:0\">The technical implementation options for TermRAG are developing at a rapid pace, as is the industry as a whole. Until now, TermRAG has often been designed as a standalone solution based on the implementation options of a general, non-terminology-specific RAG pipeline. This means that a solution is needed within an organization's own IT infrastructure with self-programmed technologies [10]\u2014together with all the inherent advantages and disadvantages that this entails. User-friendly RAG infrastructures that do not require any programming knowledge and which can also be used for special TermRAG applications are increasingly being made available for research purposes [14, 15]. The first commercial solutions that offer direct integration with existing terminology management systems [6, 13] are also starting to be released.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"ll-ms-und-terminologische-vorgaben-1-1-1\" style=\"margin-top:var(--wp--preset--spacing--50);margin-bottom:var(--wp--preset--spacing--40)\">Conclusion<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"margin-top:0;margin-right:0;margin-bottom:0;margin-left:0;padding-top:0;padding-right:0;padding-bottom:0;padding-left:0\">TermRAG is a topic of hot discussion in the terminology community, and rightly so. However, RAG solutions for commercial users can be thought of more broadly, as the knowledge base can contain different document types for different tasks. Terminology databases can therefore be seen as a building block in a more complex company-internal RAG infrastructure.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" style=\"margin-top:0;margin-right:0;margin-bottom:0;margin-left:0;padding-top:0;padding-right:0;padding-bottom:0;padding-left:0\">Studies and practical trials confirm that existing, concept-oriented terminology databases also prove their worth in the context of generative AI. They offer a high reusability value and improve the quality of text generation and translation in technical documentation. Terminology databases therefore continue to make an important contribution to precise, efficient, and legally compliant technical communication.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"ll-ms-und-terminologische-vorgaben-1-1-1-1\" style=\"margin-top:var(--wp--preset--spacing--50);margin-bottom:var(--wp--preset--spacing--40)\">Further Reading<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Belcak, Peter; Greg Heinrich, Shizhe Diao, Yonggan Fu, Xin Dong, Saurav Muralidharan, Yingyan Celine Lin, Pavlo Molchanov (2025): \"Small Language Models are the Future of Agentic AI.\" Preprint under review, [v1] Mon, 2 Jun 2025, <a href=\"https:\/\/arxiv.org\/abs\/2506.02153\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/arxiv.org\/abs\/2506.02153<\/a><\/li>\n\n\n\n<li>DIN EN IEC\/IEEE 82079-1 (VDE 0039-1) (2021): Erstellen von Gebrauchsanleitungen\u2013 Gliederung, Inhalt und Darstellung \u2013 Teil 1: Allgemeine Grunds\u00e4tze und ausf\u00fchrliche Anforderungen. Berlin: Beuth<\/li>\n\n\n\n<li>Deutscher Terminologie-Tag e.V. (2014): Terminologiearbeit: Best-Practices 2.0 (Ordner). K\u00f6ln: Deutscher Terminologie-Tag<\/li>\n\n\n\n<li>Massion, Fran\u00e7ois (2024): \"Terminology in the Age of AI: The Transformation of Terminology Theory and Practice.\" Journal of Translation Studies 4 [1]: 67\u201394<\/li>\n\n\n\n<li>Hamm, Julian (2025): \"Terminologische Konsistenz und generative KI \u2013&nbsp;ein <em>Perfect Match<\/em>? Produktiver Einsatz von Sprachmodellen im Terminologiemanagement und beim Post-Editing.\" Petra Drewer, Felix Mayer, Donatella Pulitano (eds.): Terminologie in der KI \u2013 KI in der Terminologie. Akten des Symposions Worms, 27.\u201329. M\u00e4rz 2025. &nbsp;M\u00fcnchen\/Karlsruhe\/Bern: Deutscher Terminologie-Tag e.V., 151\u2013163<\/li>\n\n\n\n<li>Fleischmann, Klaus; Christian Lang (2025): \"Terminologie in der KI. Wie mit Terminologie der Output von LLMs und GenAI optimiert werden kann.\" Petra Drewer, Felix Mayer, Donatella Pulitano (eds.): Terminologie in der KI \u2013 KI in der Terminologie. Akten des Symposions Worms, 27.\u201329. M\u00e4rz 2025. M\u00fcnchen\/Karlsruhe\/Bern: Deutscher Terminologie-Tag e.V., 83\u201395<\/li>\n\n\n\n<li>Lewis, Patrick; Ethan Perez, Aleksandra Piktus, Fabio Petroni, Vladimir Karpukhin, Naman Goyal, Heinrich K\u00fcttler, Mike Lewis, Wen-tau Yih, Tim Rockt\u00e4schel, Sebastian Riedel, Douwe Kiela (2021): \u201cRetrieval-Augmented Generation for Knowledge-Intensive NLP Tasks.\u201c [v4] Mon, 12 Apr 2021, <a href=\"https:\/\/arxiv.org\/abs\/2005.11401\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/arxiv.org\/abs\/2005.11401<\/a><\/li>\n\n\n\n<li>Gao, Yunfan; Yun Xiong, Xinyu Gao, Kangxiang Jia, Jinliu Pan, Yuxi Bi, Yi Dai, Jiawei Sun, Meng Wang, Haofen Wang (2024): \u201cRetrieval-Augmented Generation for Large Language Models: A Survey.\u201d [v5] Wed, 27 Mar 2024, <a href=\"https:\/\/arxiv.org\/abs\/2312.10997\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/arxiv.org\/abs\/2312.10997<\/a><\/li>\n\n\n\n<li>Drewer, Petra; Donatella Pulitano, Fran\u00e7ois Massion (2017): \"Terminologie im Zeitalter der K\u00fcnstlichen Intelligenz (KI).\" edition 13 [2]: 5\u201310<\/li>\n\n\n\n<li>Lang, Christian; Roman Schneider, Ngoc Duyen Tanja Tu (2024): \"Automatic Question Answering for the Linguistic Domain \u2013 An Evaluation of LLM Knowledge Base Extension with RAG.\" Amon Rapp, Luigi Di Caro, Farid Meziane, Vijayan Sugumaran (eds.): Natural Language Processing and Information Systems. Cham: Springer, 161\u2013171<\/li>\n\n\n\n<li>Remy, Fran\u00e7ois; Kris Demuynck, Thomas Demeester (2023): \"Automatic Glossary of Clinical Terminology: a Large-Scale Dictionary of Biomedical Definitions Generated from Ontological Knowledge.\" The 22nd Workshop on Biomedical Natural Language Processing and BioNLP Shared Tasks. Toronto: Association for Computational Linguistics, 265\u2013272<\/li>\n\n\n\n<li>\"TermRAG 4 SafeAI \u2013 Verl\u00e4sslichkeit und Rechtssicherheit KI-generierter Inhalte durch Retrieval Augmented Generation. Technische und didaktische Rahmenbedingungen f\u00fcr die Lehre in den Geistes- und Sozialwissenschaften.\" TH K\u00f6ln, Projektwebseite: <a href=\"https:\/\/www.th-koeln.de\/informations-und-kommunikationswissenschaften\/verlaesslichkeit-und-rechtssicherheit-ki-generierter-inhalte-durch-retrieval-augmented-generation-rag_123037.php\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.th-koeln.de\/informations-und-kommunikationswissenschaften\/verlaesslichkeit-und-rechtssicherheit-ki-generierter-inhalte-durch-retrieval-augmented-generation-rag_123037.php<\/a> (accessed on 8 July 2025)<\/li>\n\n\n\n<li>Hummel, Jochen (2023): \"M-RAG: Retrieval Augmented Generation Goes Global Revolutionizing Global Customer Support: The Power of Multilingual Retrieval Augmented Generation (M-RAG).\" 05.12.2023, <a href=\"https:\/\/coreon.com\/2023\/12\/05\/m-rag-goes-global\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/coreon.com\/2023\/12\/05\/m-rag-goes-global\/<\/a> (accessed on 8 July 2025)<\/li>\n\n\n\n<li>\"Arcana\/RAG.\", Gesellschaft f\u00fcr Wissenschaftliche Datenverarbeitung mbH G\u00f6ttingen (GWDG), service documentation: <a href=\"https:\/\/docs.hpc.gwdg.de\/services\/arcana\/index.html\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/docs.hpc.gwdg.de\/services\/arcana\/index.html<\/a> (accessed on 8 July 2025)<\/li>\n\n\n\n<li>\"Open Source-KI.nrw. Quelloffene KI. Lokal bereitgestellt.\" (2025) project website: <a href=\"https:\/\/www.oski.nrw\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.oski.nrw<\/a> (accessed on 8 July 2025)<\/li>\n<\/ol>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-uagb-advanced-heading uagb-block-0fc4c414\"><h2 class=\"uagb-heading-text\">More on this topic:<\/h2><\/div>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/kaleidoscope.at\/en\/blog\/reliable-genai-output\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Terminology: The Ideal Guardrail for Reliable GenAI<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/kaleidoscope.at\/en\/webinars\/terminology-augmented-generation\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Terminology Augmented Generation - How to Teach LLMs Your Corporate Language<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/kaleidoscope.at\/en\/blog\/ai-and-terminology\/#rag-tag\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">AI and Terminology<\/a><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"featured_media":7388,"template":"","meta":{"_acf_changed":true,"content-type":"","_uag_custom_page_level_css":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","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":"","ast-disable-related-posts":"","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":""}}},"class_list":["post-7814","blog","type-blog","status-publish","has-post-thumbnail","hentry"],"acf":[],"spectra_custom_meta":{"_edit_lock":["1758181676:4"],"_wpml_word_count":["1975"],"_wpml_location_migration_done":["1"],"content-type":[""],"_uag_custom_page_level_css":[""],"site-sidebar-layout":["default"],"site-content-layout":[""],"rank_math_seo_score":["82"],"ast-site-content-layout":["default"],"rank_math_title":["TermRAG, TAG &amp; Co.\u2014Many Names, Many Possibilities"],"site-content-style":["default"],"rank_math_description":["TermRAG is a topic of hot discussion in the terminology community, and rightly so. In this article, Prof. Dr. Karolina Suchowolec explains why. "],"site-sidebar-style":["default"],"rank_math_focus_keyword":["termrag"],"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":["a:3:{s:7:\"desktop\";a:12:{s:16:\"background-color\";s:25:\"var(--ast-global-color-4)\";s:16:\"background-image\";s:0:\"\";s:17:\"background-repeat\";s:6:\"repeat\";s:19:\"background-position\";s:13:\"center center\";s:15:\"background-size\";s:4:\"auto\";s:21:\"background-attachment\";s:6:\"scroll\";s:15:\"background-type\";s:0:\"\";s:16:\"background-media\";s:0:\"\";s:12:\"overlay-type\";s:0:\"\";s:13:\"overlay-color\";s:0:\"\";s:15:\"overlay-opacity\";s:0:\"\";s:16:\"overlay-gradient\";s:0:\"\";}s:6:\"tablet\";a:12:{s:16:\"background-color\";s:0:\"\";s:16:\"background-image\";s:0:\"\";s:17:\"background-repeat\";s:6:\"repeat\";s:19:\"background-position\";s:13:\"center center\";s:15:\"background-size\";s:4:\"auto\";s:21:\"background-attachment\";s:6:\"scroll\";s:15:\"background-type\";s:0:\"\";s:16:\"background-media\";s:0:\"\";s:12:\"overlay-type\";s:0:\"\";s:13:\"overlay-color\";s:0:\"\";s:15:\"overlay-opacity\";s:0:\"\";s:16:\"overlay-gradient\";s:0:\"\";}s:6:\"mobile\";a:12:{s:16:\"background-color\";s:0:\"\";s:16:\"background-image\";s:0:\"\";s:17:\"background-repeat\";s:6:\"repeat\";s:19:\"background-position\";s:13:\"center center\";s:15:\"background-size\";s:4:\"auto\";s:21:\"background-attachment\";s:6:\"scroll\";s:15:\"background-type\";s:0:\"\";s:16:\"background-media\";s:0:\"\";s:12:\"overlay-type\";s:0:\"\";s:13:\"overlay-color\";s:0:\"\";s:15:\"overlay-opacity\";s:0:\"\";s:16:\"overlay-gradient\";s:0:\"\";}}"],"ast-content-background-meta":["a:3:{s:7:\"desktop\";a:12:{s:16:\"background-color\";s:25:\"var(--ast-global-color-5)\";s:16:\"background-image\";s:0:\"\";s:17:\"background-repeat\";s:6:\"repeat\";s:19:\"background-position\";s:13:\"center center\";s:15:\"background-size\";s:4:\"auto\";s:21:\"background-attachment\";s:6:\"scroll\";s:15:\"background-type\";s:0:\"\";s:16:\"background-media\";s:0:\"\";s:12:\"overlay-type\";s:0:\"\";s:13:\"overlay-color\";s:0:\"\";s:15:\"overlay-opacity\";s:0:\"\";s:16:\"overlay-gradient\";s:0:\"\";}s:6:\"tablet\";a:12:{s:16:\"background-color\";s:25:\"var(--ast-global-color-5)\";s:16:\"background-image\";s:0:\"\";s:17:\"background-repeat\";s:6:\"repeat\";s:19:\"background-position\";s:13:\"center center\";s:15:\"background-size\";s:4:\"auto\";s:21:\"background-attachment\";s:6:\"scroll\";s:15:\"background-type\";s:0:\"\";s:16:\"background-media\";s:0:\"\";s:12:\"overlay-type\";s:0:\"\";s:13:\"overlay-color\";s:0:\"\";s:15:\"overlay-opacity\";s:0:\"\";s:16:\"overlay-gradient\";s:0:\"\";}s:6:\"mobile\";a:12:{s:16:\"background-color\";s:25:\"var(--ast-global-color-5)\";s:16:\"background-image\";s:0:\"\";s:17:\"background-repeat\";s:6:\"repeat\";s:19:\"background-position\";s:13:\"center center\";s:15:\"background-size\";s:4:\"auto\";s:21:\"background-attachment\";s:6:\"scroll\";s:15:\"background-type\";s:0:\"\";s:16:\"background-media\";s:0:\"\";s:12:\"overlay-type\";s:0:\"\";s:13:\"overlay-color\";s:0:\"\";s:15:\"overlay-opacity\";s:0:\"\";s:16:\"overlay-gradient\";s:0:\"\";}}"],"_edit_last":["4"],"author_image":["7392"],"_author_image":["field_6720f13f40f92"],"author_name":["Prof. Dr. Karolina Suchowolec"],"_author_name":["field_6720f17f40f93"],"author_position":["Program Director Terminology and Language Technology, TH K\u00f6ln"],"_author_position":["field_6720f19140f94"],"_wpml_media_duplicate":["1"],"_wpml_media_featured":["1"],"astra_style_timestamp_css":["1779285402"],"rank_math_og_content_image":["a:2:{s:5:\"check\";s:32:\"c9afcbba9e0b9705589a4e3601f92b8a\";s:6:\"images\";a:1:{i:0;s:106:\"https:\/\/kaleidoscope.at\/wp-content\/uploads\/2025\/07\/RAG_ConceptDiagram_AdobeStock_1546204151-1-1024x233.png\";}}"],"_thumbnail_id":["7388"],"rank_math_analytic_object_id":["350"],"_acf_changed":["1"],"_wp_old_slug":["termrag-tag"],"_uag_css_file_name":["uag-css-7814.css"],"_uagb_previous_block_counts":["a:90:{s:21:\"uagb\/advanced-heading\";i:1;s:15:\"uagb\/blockquote\";i:0;s:12:\"uagb\/buttons\";i:0;s:18:\"uagb\/buttons-child\";i:0;s:19:\"uagb\/call-to-action\";i:0;s:15:\"uagb\/cf7-styler\";i:0;s:11:\"uagb\/column\";i:0;s:12:\"uagb\/columns\";i:0;s:14:\"uagb\/container\";i:4;s:21:\"uagb\/content-timeline\";i:0;s:27:\"uagb\/content-timeline-child\";i:0;s:14:\"uagb\/countdown\";i:0;s:12:\"uagb\/counter\";i:0;s:8:\"uagb\/faq\";i:0;s:14:\"uagb\/faq-child\";i:0;s:10:\"uagb\/forms\";i:0;s:17:\"uagb\/forms-accept\";i:0;s:19:\"uagb\/forms-checkbox\";i:0;s:15:\"uagb\/forms-date\";i:0;s:16:\"uagb\/forms-email\";i:0;s:17:\"uagb\/forms-hidden\";i:0;s:15:\"uagb\/forms-name\";i:0;s:16:\"uagb\/forms-phone\";i:0;s:16:\"uagb\/forms-radio\";i:0;s:17:\"uagb\/forms-select\";i:0;s:19:\"uagb\/forms-textarea\";i:0;s:17:\"uagb\/forms-toggle\";i:0;s:14:\"uagb\/forms-url\";i:0;s:14:\"uagb\/gf-styler\";i:0;s:15:\"uagb\/google-map\";i:0;s:11:\"uagb\/how-to\";i:0;s:16:\"uagb\/how-to-step\";i:0;s:9:\"uagb\/icon\";i:0;s:14:\"uagb\/icon-list\";i:0;s:20:\"uagb\/icon-list-child\";i:0;s:10:\"uagb\/image\";i:0;s:18:\"uagb\/image-gallery\";i:0;s:13:\"uagb\/info-box\";i:0;s:18:\"uagb\/inline-notice\";i:0;s:11:\"uagb\/lottie\";i:0;s:21:\"uagb\/marketing-button\";i:0;s:10:\"uagb\/modal\";i:0;s:18:\"uagb\/popup-builder\";i:0;s:16:\"uagb\/post-button\";i:0;s:18:\"uagb\/post-carousel\";i:0;s:17:\"uagb\/post-excerpt\";i:0;s:14:\"uagb\/post-grid\";i:0;s:15:\"uagb\/post-image\";i:0;s:17:\"uagb\/post-masonry\";i:0;s:14:\"uagb\/post-meta\";i:0;s:18:\"uagb\/post-taxonomy\";i:0;s:18:\"uagb\/post-timeline\";i:0;s:15:\"uagb\/post-title\";i:0;s:20:\"uagb\/restaurant-menu\";i:0;s:26:\"uagb\/restaurant-menu-child\";i:0;s:11:\"uagb\/review\";i:0;s:12:\"uagb\/section\";i:0;s:14:\"uagb\/separator\";i:0;s:11:\"uagb\/slider\";i:0;s:17:\"uagb\/slider-child\";i:0;s:17:\"uagb\/social-share\";i:0;s:23:\"uagb\/social-share-child\";i:0;s:16:\"uagb\/star-rating\";i:0;s:23:\"uagb\/sure-cart-checkout\";i:0;s:22:\"uagb\/sure-cart-product\";i:0;s:15:\"uagb\/sure-forms\";i:0;s:22:\"uagb\/table-of-contents\";i:0;s:9:\"uagb\/tabs\";i:0;s:15:\"uagb\/tabs-child\";i:0;s:18:\"uagb\/taxonomy-list\";i:0;s:9:\"uagb\/team\";i:0;s:16:\"uagb\/testimonial\";i:0;s:14:\"uagb\/wp-search\";i:0;s:19:\"uagb\/instagram-feed\";i:0;s:10:\"uagb\/login\";i:0;s:17:\"uagb\/loop-builder\";i:0;s:18:\"uagb\/loop-category\";i:0;s:20:\"uagb\/loop-pagination\";i:0;s:15:\"uagb\/loop-reset\";i:0;s:16:\"uagb\/loop-search\";i:0;s:14:\"uagb\/loop-sort\";i:0;s:17:\"uagb\/loop-wrapper\";i:0;s:13:\"uagb\/register\";i:0;s:19:\"uagb\/register-email\";i:0;s:24:\"uagb\/register-first-name\";i:0;s:23:\"uagb\/register-last-name\";i:0;s:22:\"uagb\/register-password\";i:0;s:30:\"uagb\/register-reenter-password\";i:0;s:19:\"uagb\/register-terms\";i:0;s:22:\"uagb\/register-username\";i:0;}"],"_uagb_last_spectra_edit":["1777192268"],"_uag_page_assets":["a:9:{s:3:\"css\";s:26979:\".wp-block-uagb-container{display:flex;position:relative;box-sizing:border-box;transition-property:box-shadow;transition-duration:.2s;transition-timing-function:ease}.wp-block-uagb-container .spectra-container-link-overlay{bottom:0;left:0;position:absolute;right:0;top:0;z-index:10}.wp-block-uagb-container.uagb-is-root-container{margin-left:auto;margin-right:auto}.wp-block-uagb-container.alignfull.uagb-is-root-container .uagb-container-inner-blocks-wrap{display:flex;position:relative;box-sizing:border-box;margin-left:auto !important;margin-right:auto !important}.wp-block-uagb-container .wp-block-uagb-blockquote,.wp-block-uagb-container .wp-block-spectra-pro-login,.wp-block-uagb-container .wp-block-spectra-pro-register{margin:unset}.wp-block-uagb-container .uagb-container__video-wrap{height:100%;width:100%;top:0;left:0;position:absolute;overflow:hidden;-webkit-transition:opacity 1s;-o-transition:opacity 1s;transition:opacity 1s}.wp-block-uagb-container .uagb-container__video-wrap video{max-width:100%;width:100%;height:100%;margin:0;line-height:1;border:none;display:inline-block;vertical-align:baseline;-o-object-fit:cover;object-fit:cover;background-size:cover}.wp-block-uagb-container.uagb-layout-grid{display:grid;width:100%}.wp-block-uagb-container.uagb-layout-grid>.uagb-container-inner-blocks-wrap{display:inherit;width:inherit}.wp-block-uagb-container.uagb-layout-grid>.uagb-container-inner-blocks-wrap>.wp-block-uagb-container{max-width:unset !important;width:unset !important}.wp-block-uagb-container.uagb-layout-grid>.wp-block-uagb-container{max-width:unset !important;width:unset !important}.wp-block-uagb-container.uagb-layout-grid.uagb-is-root-container{margin-left:auto;margin-right:auto}.wp-block-uagb-container.uagb-layout-grid.uagb-is-root-container>.wp-block-uagb-container{max-width:unset !important;width:unset !important}.wp-block-uagb-container.uagb-layout-grid.alignwide.uagb-is-root-container{margin-left:auto;margin-right:auto}.wp-block-uagb-container.uagb-layout-grid.alignfull.uagb-is-root-container .uagb-container-inner-blocks-wrap{display:inherit;position:relative;box-sizing:border-box;margin-left:auto !important;margin-right:auto !important}body .wp-block-uagb-container>.uagb-container-inner-blocks-wrap>*:not(.wp-block-uagb-container):not(.wp-block-uagb-column):not(.wp-block-uagb-container):not(.wp-block-uagb-section):not(.uagb-container__shape):not(.uagb-container__video-wrap):not(.wp-block-spectra-pro-register):not(.wp-block-spectra-pro-login):not(.uagb-slider-container):not(.spectra-image-gallery__control-lightbox):not(.wp-block-uagb-info-box),body .wp-block-uagb-container>.uagb-container-inner-blocks-wrap,body .wp-block-uagb-container>*:not(.wp-block-uagb-container):not(.wp-block-uagb-column):not(.wp-block-uagb-container):not(.wp-block-uagb-section):not(.uagb-container__shape):not(.uagb-container__video-wrap):not(.wp-block-spectra-pro-register):not(.wp-block-spectra-pro-login):not(.uagb-slider-container):not(.spectra-container-link-overlay):not(.spectra-image-gallery__control-lightbox):not(.wp-block-uagb-lottie):not(.uagb-faq__outer-wrap){min-width:unset !important;width:100%;position:relative}body .ast-container .wp-block-uagb-container>.uagb-container-inner-blocks-wrap>.wp-block-uagb-container>ul,body .ast-container .wp-block-uagb-container>.uagb-container-inner-blocks-wrap>.wp-block-uagb-container ol,body .ast-container .wp-block-uagb-container>.uagb-container-inner-blocks-wrap>ul,body .ast-container .wp-block-uagb-container>.uagb-container-inner-blocks-wrap ol{max-width:-webkit-fill-available;margin-block-start:0;margin-block-end:0;margin-left:20px}.ast-plain-container .editor-styles-wrapper .block-editor-block-list__layout.is-root-container .uagb-is-root-container.wp-block-uagb-container.alignwide{margin-left:auto;margin-right:auto}.uagb-container__shape{overflow:hidden;position:absolute;left:0;width:100%;line-height:0;direction:ltr}.uagb-container__shape-top{top:-3px}.uagb-container__shape-bottom{bottom:-3px}.uagb-container__shape.uagb-container__invert.uagb-container__shape-bottom,.uagb-container__shape.uagb-container__invert.uagb-container__shape-top{-webkit-transform:rotate(180deg);-ms-transform:rotate(180deg);transform:rotate(180deg)}.uagb-container__shape.uagb-container__shape-flip svg{transform:translateX(-50%) rotateY(180deg)}.uagb-container__shape svg{display:block;width:-webkit-calc(100% + 1.3px);width:calc(100% + 1.3px);position:relative;left:50%;-webkit-transform:translateX(-50%);-ms-transform:translateX(-50%);transform:translateX(-50%)}.uagb-container__shape .uagb-container__shape-fill{-webkit-transform-origin:center;-ms-transform-origin:center;transform-origin:center;-webkit-transform:rotateY(0deg);transform:rotateY(0deg)}.uagb-container__shape.uagb-container__shape-above-content{z-index:9;pointer-events:none}.nv-single-page-wrap .nv-content-wrap.entry-content .wp-block-uagb-container.alignfull{margin-left:calc(50% - 50vw);margin-right:calc(50% - 50vw)}@media only screen and (max-width: 767px){.wp-block-uagb-container .wp-block-uagb-advanced-heading{width:-webkit-fill-available}}.wp-block-uagb-image--align-none{justify-content:center}.wp-block-uagb-advanced-heading h1,.wp-block-uagb-advanced-heading h2,.wp-block-uagb-advanced-heading h3,.wp-block-uagb-advanced-heading h4,.wp-block-uagb-advanced-heading h5,.wp-block-uagb-advanced-heading h6,.wp-block-uagb-advanced-heading p,.wp-block-uagb-advanced-heading div{word-break:break-word}.wp-block-uagb-advanced-heading .uagb-heading-text{margin:0}.wp-block-uagb-advanced-heading .uagb-desc-text{margin:0}.wp-block-uagb-advanced-heading .uagb-separator{font-size:0;border-top-style:solid;display:inline-block;margin:0 0 10px 0}.wp-block-uagb-advanced-heading .uagb-highlight{color:#f78a0c;border:0;transition:all .3s ease}.uag-highlight-toolbar{border-left:0;border-top:0;border-bottom:0;border-radius:0;border-right-color:#1e1e1e}.uag-highlight-toolbar .components-button{border-radius:0;outline:none}.uag-highlight-toolbar .components-button.is-primary{color:#fff}.wp-block-uagb-container.uagb-block-eb4f155b .uagb-container__shape-top svg{width: calc( 100% + 1.3px );}.wp-block-uagb-container.uagb-block-eb4f155b .uagb-container__shape.uagb-container__shape-top .uagb-container__shape-fill{fill: rgba(51,51,51,1);}.wp-block-uagb-container.uagb-block-eb4f155b .uagb-container__shape-bottom svg{width: calc( 100% + 1.3px );}.wp-block-uagb-container.uagb-block-eb4f155b .uagb-container__shape.uagb-container__shape-bottom .uagb-container__shape-fill{fill: rgba(51,51,51,1);}.wp-block-uagb-container.uagb-block-eb4f155b .uagb-container__video-wrap video{opacity: 1;}.wp-block-uagb-container.uagb-is-root-container .uagb-block-eb4f155b{max-width: 100%;width: 100%;}.wp-block-uagb-container.uagb-is-root-container.alignfull.uagb-block-eb4f155b > .uagb-container-inner-blocks-wrap{--inner-content-custom-width: min( 100%, 1200px);max-width: var(--inner-content-custom-width);width: 100%;flex-direction: row;align-items: flex-start;justify-content: center;flex-wrap: nowrap;row-gap: 0px;column-gap: 0px;}.wp-block-uagb-container.uagb-block-eb4f155b{box-shadow: 0px 0px   #00000070 ;padding-top: 0px;padding-bottom: 0px;padding-left: 0px;padding-right: 0px;margin-top:  !important;margin-bottom:  !important;overflow: visible;order: initial;border-color: inherit;row-gap: 0px;column-gap: 0px;}.wp-block-uagb-container.uagb-block-eb4f155b.wp-block-uagb-container > *:not( .wp-block-uagb-column ):not( .wp-block-uagb-section ):not( .uagb-container__shape ):not( .uagb-container__video-wrap ):not( .uagb-slider-container ):not( .spectra-container-link-overlay ):not(.spectra-image-gallery__control-lightbox):not(.wp-block-uagb-lottie):not(.uagb-container-inner-blocks-wrap){width: auto !important;}.wp-block-uagb-container.uagb-block-eb4f155b.wp-block-uagb-container > .uagb-container-inner-blocks-wrap > *:not( .wp-block-uagb-column ):not( .wp-block-uagb-section ):not( .uagb-container__shape ):not( .uagb-container__video-wrap ):not( .uagb-slider-container ):not(.spectra-image-gallery__control-lightbox){width: auto !important;}.wp-block-uagb-container.uagb-block-ca4acc86 .uagb-container__shape-top svg{width: calc( 100% + 1.3px );}.wp-block-uagb-container.uagb-block-ca4acc86 .uagb-container__shape.uagb-container__shape-top .uagb-container__shape-fill{fill: rgba(51,51,51,1);}.wp-block-uagb-container.uagb-block-ca4acc86 .uagb-container__shape-bottom svg{width: calc( 100% + 1.3px );}.wp-block-uagb-container.uagb-block-ca4acc86 .uagb-container__shape.uagb-container__shape-bottom .uagb-container__shape-fill{fill: rgba(51,51,51,1);}.wp-block-uagb-container.uagb-block-ca4acc86 .uagb-container__video-wrap video{opacity: 1;}.wp-block-uagb-container.uagb-is-root-container .uagb-block-ca4acc86{max-width: 50%;width: 100%;}.wp-block-uagb-container.uagb-is-root-container.alignfull.uagb-block-ca4acc86 > .uagb-container-inner-blocks-wrap{--inner-content-custom-width: min( 100%, 1200px);max-width: var(--inner-content-custom-width);width: 100%;flex-direction: column;align-items: center;justify-content: center;flex-wrap: nowrap;row-gap: 20px;column-gap: 20px;}.wp-block-uagb-container.uagb-block-ca4acc86{box-shadow: 0px 0px   #00000070 ;padding-top: 0px;padding-bottom: 0px;padding-left: 0px;padding-right: 0px;margin-top:  !important;margin-bottom:  !important;overflow: visible;order: initial;border-color: inherit;flex-direction: column;align-items: center;justify-content: center;flex-wrap: nowrap;row-gap: 20px;column-gap: 20px;}.wp-block-uagb-container.uagb-block-56eb584d .uagb-container__shape-top svg{width: calc( 100% + 1.3px );}.wp-block-uagb-container.uagb-block-56eb584d .uagb-container__shape.uagb-container__shape-top .uagb-container__shape-fill{fill: rgba(51,51,51,1);}.wp-block-uagb-container.uagb-block-56eb584d .uagb-container__shape-bottom svg{width: calc( 100% + 1.3px );}.wp-block-uagb-container.uagb-block-56eb584d .uagb-container__shape.uagb-container__shape-bottom .uagb-container__shape-fill{fill: rgba(51,51,51,1);}.wp-block-uagb-container.uagb-block-56eb584d .uagb-container__video-wrap video{opacity: 1;}.wp-block-uagb-container.uagb-is-root-container .uagb-block-56eb584d{max-width: 50%;width: 100%;}.wp-block-uagb-container.uagb-is-root-container.alignfull.uagb-block-56eb584d > .uagb-container-inner-blocks-wrap{--inner-content-custom-width: min( 100%, 1200px);max-width: var(--inner-content-custom-width);width: 100%;flex-direction: column;align-items: center;justify-content: center;flex-wrap: nowrap;row-gap: 20px;column-gap: 20px;}.wp-block-uagb-container.uagb-block-56eb584d{box-shadow: 0px 0px   #00000070 ;padding-top: 10px;padding-bottom: 10px;padding-left: 10px;padding-right: 10px;margin-top: 0px !important;margin-bottom: 0px !important;margin-left: 0px;margin-right: 0px;overflow: visible;order: initial;border-color: inherit;flex-direction: column;align-items: center;justify-content: center;flex-wrap: nowrap;row-gap: 20px;column-gap: 20px;}.wp-block-uagb-container.uagb-block-9af41958 .uagb-container__shape-top svg{width: calc( 100% + 1.3px );}.wp-block-uagb-container.uagb-block-9af41958 .uagb-container__shape.uagb-container__shape-top .uagb-container__shape-fill{fill: rgba(51,51,51,1);}.wp-block-uagb-container.uagb-block-9af41958 .uagb-container__shape-bottom svg{width: calc( 100% + 1.3px );}.wp-block-uagb-container.uagb-block-9af41958 .uagb-container__shape.uagb-container__shape-bottom .uagb-container__shape-fill{fill: rgba(51,51,51,1);}.wp-block-uagb-container.uagb-block-9af41958 .uagb-container__video-wrap video{opacity: 1;}.wp-block-uagb-container.uagb-is-root-container .uagb-block-9af41958{max-width: 100%;width: 100%;}.wp-block-uagb-container.uagb-is-root-container.alignfull.uagb-block-9af41958 > .uagb-container-inner-blocks-wrap{--inner-content-custom-width: min( 100%, 1200px);max-width: var(--inner-content-custom-width);width: 100%;flex-direction: column;align-items: center;justify-content: center;flex-wrap: nowrap;row-gap: 0px;column-gap: 20px;}.wp-block-uagb-container.uagb-block-9af41958{box-shadow: 0px 0px   #00000070 ;padding-top: 0px;padding-bottom: 0px;padding-left: 0px;padding-right: 0px;margin-top:  !important;margin-bottom:  !important;overflow: visible;order: initial;border-color: inherit;row-gap: 0px;column-gap: 20px;}.wp-block-uagb-advanced-heading.uagb-block-0fc4c414.wp-block-uagb-advanced-heading .uagb-desc-text{margin-bottom: 15px;}.wp-block-uagb-advanced-heading.uagb-block-0fc4c414.wp-block-uagb-advanced-heading .uagb-highlight{font-style: normal;font-weight: Default;background: #007cba;color: #fff;-webkit-text-fill-color: #fff;}.wp-block-uagb-advanced-heading.uagb-block-0fc4c414.wp-block-uagb-advanced-heading .uagb-highlight::-moz-selection{color: #fff;background: #007cba;-webkit-text-fill-color: #fff;}.wp-block-uagb-advanced-heading.uagb-block-0fc4c414.wp-block-uagb-advanced-heading .uagb-highlight::selection{color: #fff;background: #007cba;-webkit-text-fill-color: #fff;}@media only screen and (max-width: 976px) {.wp-block-uagb-container.uagb-is-root-container .uagb-block-eb4f155b{width: 100%;}.wp-block-uagb-container.uagb-is-root-container.alignfull.uagb-block-eb4f155b > .uagb-container-inner-blocks-wrap{--inner-content-custom-width: min( 100%, 1024px);max-width: var(--inner-content-custom-width);width: 100%;}.wp-block-uagb-container.uagb-block-eb4f155b{padding-top: 0px;padding-bottom: 0px;padding-left: 0px;padding-right: 0px;margin-top:  !important;margin-bottom:  !important;order: initial;}.wp-block-uagb-container.uagb-is-root-container .uagb-block-ca4acc86{width: 100%;}.wp-block-uagb-container.uagb-is-root-container.alignfull.uagb-block-ca4acc86 > .uagb-container-inner-blocks-wrap{--inner-content-custom-width: min( 100%, 1024px);max-width: var(--inner-content-custom-width);width: 100%;}.wp-block-uagb-container.uagb-block-ca4acc86{padding-top: 0px;padding-bottom: 0px;padding-left: 0px;padding-right: 0px;margin-top:  !important;margin-bottom:  !important;order: initial;}.wp-block-uagb-container.uagb-is-root-container .uagb-block-56eb584d{width: 100%;}.wp-block-uagb-container.uagb-is-root-container.alignfull.uagb-block-56eb584d > .uagb-container-inner-blocks-wrap{--inner-content-custom-width: min( 100%, 1024px);max-width: var(--inner-content-custom-width);width: 100%;}.wp-block-uagb-container.uagb-block-56eb584d{padding-top: 10px;padding-bottom: 10px;padding-left: 10px;padding-right: 10px;margin-top: 0px !important;margin-bottom: 0px !important;margin-left: 0px;margin-right: 0px;order: initial;}.wp-block-uagb-container.uagb-is-root-container .uagb-block-9af41958{width: 100%;}.wp-block-uagb-container.uagb-is-root-container.alignfull.uagb-block-9af41958 > .uagb-container-inner-blocks-wrap{--inner-content-custom-width: min( 100%, 1024px);max-width: var(--inner-content-custom-width);width: 100%;}.wp-block-uagb-container.uagb-block-9af41958{padding-top: 0px;padding-bottom: 0px;padding-left: 0px;padding-right: 0px;margin-top:  !important;margin-bottom:  !important;order: initial;}}@media only screen and (max-width: 767px) {.wp-block-uagb-container.uagb-is-root-container .uagb-block-eb4f155b{max-width: 100%;width: 100%;}.wp-block-uagb-container.uagb-is-root-container.alignfull.uagb-block-eb4f155b > .uagb-container-inner-blocks-wrap{--inner-content-custom-width: min( 100%, 767px);max-width: var(--inner-content-custom-width);width: 100%;flex-wrap: wrap;}.wp-block-uagb-container.uagb-block-eb4f155b{padding-top: 0px;padding-bottom: 0px;padding-left: 0px;padding-right: 0px;margin-top:  !important;margin-bottom:  !important;order: initial;}.wp-block-uagb-container.uagb-is-root-container .uagb-block-ca4acc86{max-width: 100%;width: 100%;}.wp-block-uagb-container.uagb-is-root-container.alignfull.uagb-block-ca4acc86 > .uagb-container-inner-blocks-wrap{--inner-content-custom-width: min( 100%, 767px);max-width: var(--inner-content-custom-width);width: 100%;flex-wrap: wrap;}.wp-block-uagb-container.uagb-block-ca4acc86{padding-top: 0px;padding-bottom: 0px;padding-left: 0px;padding-right: 0px;margin-top:  !important;margin-bottom:  !important;order: initial;flex-wrap: wrap;}.wp-block-uagb-container.uagb-is-root-container .uagb-block-56eb584d{max-width: 100%;width: 100%;}.wp-block-uagb-container.uagb-is-root-container.alignfull.uagb-block-56eb584d > .uagb-container-inner-blocks-wrap{--inner-content-custom-width: min( 100%, 767px);max-width: var(--inner-content-custom-width);width: 100%;flex-wrap: wrap;}.wp-block-uagb-container.uagb-block-56eb584d{padding-top: 10px;padding-bottom: 10px;padding-left: 10px;padding-right: 10px;margin-top: 0px !important;margin-bottom: 0px !important;margin-left: 0px;margin-right: 0px;order: initial;flex-wrap: wrap;}.wp-block-uagb-container.uagb-is-root-container .uagb-block-9af41958{max-width: 100%;width: 100%;}.wp-block-uagb-container.uagb-is-root-container.alignfull.uagb-block-9af41958 > .uagb-container-inner-blocks-wrap{--inner-content-custom-width: min( 100%, 767px);max-width: var(--inner-content-custom-width);width: 100%;flex-wrap: wrap;}.wp-block-uagb-container.uagb-block-9af41958{padding-top: 0px;padding-bottom: 0px;padding-left: 0px;padding-right: 0px;margin-top:  !important;margin-bottom:  !important;order: initial;}}.uag-blocks-common-selector{z-index:var(--z-index-desktop) !important}@media(max-width: 976px){.uag-blocks-common-selector{z-index:var(--z-index-tablet) !important}}@media(max-width: 767px){.uag-blocks-common-selector{z-index:var(--z-index-mobile) !important}}.wp-block-uagb-image{display:flex}.wp-block-uagb-image__figure{position:relative;display:flex;flex-direction:column;max-width:100%;height:auto;margin:0}.wp-block-uagb-image__figure img{height:auto;display:flex;max-width:100%;transition:box-shadow .2s ease}.wp-block-uagb-image__figure>a{display:inline-block}.wp-block-uagb-image__figure figcaption{text-align:center;margin-top:.5em;margin-bottom:1em}.wp-block-uagb-image .components-placeholder.block-editor-media-placeholder .components-placeholder__instructions{align-self:center}.wp-block-uagb-image--align-left{text-align:left}.wp-block-uagb-image--align-right{text-align:right}.wp-block-uagb-image--align-center{text-align:center}.wp-block-uagb-image--align-full .wp-block-uagb-image__figure{margin-left:calc(50% - 50vw);margin-right:calc(50% - 50vw);max-width:100vw;width:100vw;height:auto}.wp-block-uagb-image--align-full .wp-block-uagb-image__figure img{height:auto;width:100% !important}.wp-block-uagb-image--align-wide .wp-block-uagb-image__figure img{height:auto;width:100%}.wp-block-uagb-image--layout-overlay__color-wrapper{position:absolute;left:0;top:0;right:0;bottom:0;opacity:.2;background:rgba(0,0,0,.5);transition:opacity .35s ease-in-out}.wp-block-uagb-image--layout-overlay-link{position:absolute;left:0;right:0;bottom:0;top:0}.wp-block-uagb-image--layout-overlay .wp-block-uagb-image__figure:hover .wp-block-uagb-image--layout-overlay__color-wrapper{opacity:1}.wp-block-uagb-image--layout-overlay__inner{position:absolute;left:15px;right:15px;bottom:15px;top:15px;display:flex;align-items:center;justify-content:center;flex-direction:column;border-color:#fff;transition:.35s ease-in-out}.wp-block-uagb-image--layout-overlay__inner.top-left,.wp-block-uagb-image--layout-overlay__inner.top-center,.wp-block-uagb-image--layout-overlay__inner.top-right{justify-content:flex-start}.wp-block-uagb-image--layout-overlay__inner.bottom-left,.wp-block-uagb-image--layout-overlay__inner.bottom-center,.wp-block-uagb-image--layout-overlay__inner.bottom-right{justify-content:flex-end}.wp-block-uagb-image--layout-overlay__inner.top-left,.wp-block-uagb-image--layout-overlay__inner.center-left,.wp-block-uagb-image--layout-overlay__inner.bottom-left{align-items:flex-start}.wp-block-uagb-image--layout-overlay__inner.top-right,.wp-block-uagb-image--layout-overlay__inner.center-right,.wp-block-uagb-image--layout-overlay__inner.bottom-right{align-items:flex-end}.wp-block-uagb-image--layout-overlay__inner .uagb-image-heading{color:#fff;transition:transform .35s,opacity .35s ease-in-out;transform:translate3d(0, 24px, 0);margin:0;line-height:1em}.wp-block-uagb-image--layout-overlay__inner .uagb-image-separator{width:30%;border-top-width:2px;border-top-color:#fff;border-top-style:solid;margin-bottom:10px;opacity:0;transition:transform .4s,opacity .4s ease-in-out;transform:translate3d(0, 30px, 0)}.wp-block-uagb-image--layout-overlay__inner .uagb-image-caption{opacity:0;overflow:visible;color:#fff;transition:transform .45s,opacity .45s ease-in-out;transform:translate3d(0, 35px, 0)}.wp-block-uagb-image--layout-overlay__inner:hover .uagb-image-heading,.wp-block-uagb-image--layout-overlay__inner:hover .uagb-image-separator,.wp-block-uagb-image--layout-overlay__inner:hover .uagb-image-caption{opacity:1;transform:translate3d(0, 0, 0)}.wp-block-uagb-image--effect-zoomin .wp-block-uagb-image__figure img,.wp-block-uagb-image--effect-zoomin .wp-block-uagb-image__figure .wp-block-uagb-image--layout-overlay__color-wrapper{transform:scale(1);transition:transform .35s ease-in-out}.wp-block-uagb-image--effect-zoomin .wp-block-uagb-image__figure:hover img,.wp-block-uagb-image--effect-zoomin .wp-block-uagb-image__figure:hover .wp-block-uagb-image--layout-overlay__color-wrapper{transform:scale(1.05)}.wp-block-uagb-image--effect-slide .wp-block-uagb-image__figure img,.wp-block-uagb-image--effect-slide .wp-block-uagb-image__figure .wp-block-uagb-image--layout-overlay__color-wrapper{width:calc(100% + 40px) !important;max-width:none !important;transform:translate3d(-40px, 0, 0);transition:transform .35s ease-in-out}.wp-block-uagb-image--effect-slide .wp-block-uagb-image__figure:hover img,.wp-block-uagb-image--effect-slide .wp-block-uagb-image__figure:hover .wp-block-uagb-image--layout-overlay__color-wrapper{transform:translate3d(0, 0, 0)}.wp-block-uagb-image--effect-grayscale img{filter:grayscale(0%);transition:.35s ease-in-out}.wp-block-uagb-image--effect-grayscale:hover img{filter:grayscale(100%)}.wp-block-uagb-image--effect-blur img{filter:blur(0);transition:.35s ease-in-out}.wp-block-uagb-image--effect-blur:hover img{filter:blur(3px)}.uagb-block-5cc7f3de.wp-block-uagb-image{text-align: left;justify-content: flex-start;align-self: flex-start;}.uagb-block-5cc7f3de .wp-block-uagb-image__figure{align-items: flex-start;}.uagb-block-5cc7f3de.wp-block-uagb-image--layout-default figure img{box-shadow: 0px 0px 0 #00000070;}.uagb-block-5cc7f3de.wp-block-uagb-image .wp-block-uagb-image__figure figcaption{font-style: normal;align-self: center;}.uagb-block-5cc7f3de.wp-block-uagb-image--layout-overlay figure img{box-shadow: 0px 0px 0 #00000070;}.uagb-block-5cc7f3de.wp-block-uagb-image--layout-overlay .wp-block-uagb-image--layout-overlay__color-wrapper{opacity: 0.2;}.uagb-block-5cc7f3de.wp-block-uagb-image--layout-overlay .wp-block-uagb-image--layout-overlay__inner{left: 15px;right: 15px;top: 15px;bottom: 15px;}.uagb-block-5cc7f3de.wp-block-uagb-image--layout-overlay .wp-block-uagb-image--layout-overlay__inner .uagb-image-heading{font-style: normal;color: #fff;opacity: 1;}.uagb-block-5cc7f3de.wp-block-uagb-image--layout-overlay .wp-block-uagb-image--layout-overlay__inner .uagb-image-heading a{color: #fff;}.uagb-block-5cc7f3de.wp-block-uagb-image--layout-overlay .wp-block-uagb-image--layout-overlay__inner .uagb-image-caption{opacity: 0;}.uagb-block-5cc7f3de.wp-block-uagb-image--layout-overlay .wp-block-uagb-image__figure:hover .wp-block-uagb-image--layout-overlay__color-wrapper{opacity: 1;}.uagb-block-5cc7f3de.wp-block-uagb-image .wp-block-uagb-image--layout-overlay__inner .uagb-image-separator{width: 30%;border-top-width: 2px;border-top-color: #fff;opacity: 0;}.uagb-block-5cc7f3de.wp-block-uagb-image .wp-block-uagb-image__figure img{width: 232px;height: auto;}.uagb-block-5cc7f3de.wp-block-uagb-image .wp-block-uagb-image__figure:hover .wp-block-uagb-image--layout-overlay__inner .uagb-image-caption{opacity: 1;}.uagb-block-5cc7f3de.wp-block-uagb-image .wp-block-uagb-image__figure:hover .wp-block-uagb-image--layout-overlay__inner .uagb-image-separator{opacity: 1;}.uagb-block-5cc7f3de.wp-block-uagb-image--layout-default figure:hover img{box-shadow: 0px 0px 0 #00000070;}.uagb-block-5cc7f3de.wp-block-uagb-image--layout-overlay figure:hover img{box-shadow: 0px 0px 0 #00000070;}@media only screen and (max-width: 976px) {.uagb-block-5cc7f3de.wp-block-uagb-image .wp-block-uagb-image__figure img{width: 232px;height: auto;}}@media only screen and (max-width: 767px) {.uagb-block-5cc7f3de.wp-block-uagb-image .wp-block-uagb-image__figure img{width: 232px;height: auto;}}.uagb-block-89ddd663.wp-block-uagb-image{text-align: left;justify-content: flex-start;align-self: flex-start;}.uagb-block-89ddd663 .wp-block-uagb-image__figure{align-items: flex-start;}.uagb-block-89ddd663.wp-block-uagb-image--layout-default figure img{box-shadow: 0px 0px 0 #00000070;}.uagb-block-89ddd663.wp-block-uagb-image .wp-block-uagb-image__figure figcaption{font-style: normal;align-self: center;}.uagb-block-89ddd663.wp-block-uagb-image--layout-overlay figure img{box-shadow: 0px 0px 0 #00000070;}.uagb-block-89ddd663.wp-block-uagb-image--layout-overlay .wp-block-uagb-image--layout-overlay__color-wrapper{opacity: 0.2;}.uagb-block-89ddd663.wp-block-uagb-image--layout-overlay .wp-block-uagb-image--layout-overlay__inner{left: 15px;right: 15px;top: 15px;bottom: 15px;}.uagb-block-89ddd663.wp-block-uagb-image--layout-overlay .wp-block-uagb-image--layout-overlay__inner .uagb-image-heading{font-style: normal;color: #fff;opacity: 1;}.uagb-block-89ddd663.wp-block-uagb-image--layout-overlay .wp-block-uagb-image--layout-overlay__inner .uagb-image-heading a{color: #fff;}.uagb-block-89ddd663.wp-block-uagb-image--layout-overlay .wp-block-uagb-image--layout-overlay__inner .uagb-image-caption{opacity: 0;}.uagb-block-89ddd663.wp-block-uagb-image--layout-overlay .wp-block-uagb-image__figure:hover .wp-block-uagb-image--layout-overlay__color-wrapper{opacity: 1;}.uagb-block-89ddd663.wp-block-uagb-image .wp-block-uagb-image--layout-overlay__inner .uagb-image-separator{width: 30%;border-top-width: 2px;border-top-color: #fff;opacity: 0;}.uagb-block-89ddd663.wp-block-uagb-image .wp-block-uagb-image__figure img{width: 206px;height: auto;}.uagb-block-89ddd663.wp-block-uagb-image .wp-block-uagb-image__figure:hover .wp-block-uagb-image--layout-overlay__inner .uagb-image-caption{opacity: 1;}.uagb-block-89ddd663.wp-block-uagb-image .wp-block-uagb-image__figure:hover .wp-block-uagb-image--layout-overlay__inner .uagb-image-separator{opacity: 1;}.uagb-block-89ddd663.wp-block-uagb-image--layout-default figure:hover img{box-shadow: 0px 0px 0 #00000070;}.uagb-block-89ddd663.wp-block-uagb-image--layout-overlay figure:hover img{box-shadow: 0px 0px 0 #00000070;}@media only screen and (max-width: 976px) {.uagb-block-89ddd663.wp-block-uagb-image .wp-block-uagb-image__figure img{width: 206px;height: auto;}}@media only screen and (max-width: 767px) {.uagb-block-89ddd663.wp-block-uagb-image .wp-block-uagb-image__figure img{width: 206px;height: auto;}}\";s:2:\"js\";s:0:\"\";s:18:\"current_block_list\";a:16:{i:0;s:14:\"uagb\/container\";i:2;s:14:\"core\/paragraph\";i:4;s:19:\"rank-math\/toc-block\";i:5;s:12:\"core\/heading\";i:6;s:10:\"core\/image\";i:7;s:9:\"core\/list\";i:8;s:14:\"core\/list-item\";i:9;s:21:\"uagb\/advanced-heading\";i:10;s:11:\"core\/search\";i:11;s:10:\"core\/group\";i:12;s:17:\"core\/latest-posts\";i:13;s:20:\"core\/latest-comments\";i:14;s:13:\"core\/archives\";i:15;s:15:\"core\/categories\";i:16;s:10:\"uagb\/image\";i:17;s:11:\"core\/spacer\";}s:8:\"uag_flag\";b:1;s:11:\"uag_version\";s:10:\"1779381775\";s:6:\"gfonts\";a:0:{}s:10:\"gfonts_url\";s:0:\"\";s:12:\"gfonts_files\";a:0:{}s:14:\"uag_faq_layout\";b:0;}"]},"uagb_featured_image_src":{"full":["https:\/\/kaleidoscope.at\/wp-content\/uploads\/2025\/07\/RAG_Letters_on_cork_board_15x10.jpg",1772,1181,false],"thumbnail":["https:\/\/kaleidoscope.at\/wp-content\/uploads\/2025\/07\/RAG_Letters_on_cork_board_15x10-150x150.jpg",150,150,true],"medium":["https:\/\/kaleidoscope.at\/wp-content\/uploads\/2025\/07\/RAG_Letters_on_cork_board_15x10-300x200.jpg",300,200,true],"medium_large":["https:\/\/kaleidoscope.at\/wp-content\/uploads\/2025\/07\/RAG_Letters_on_cork_board_15x10-768x512.jpg",768,512,true],"large":["https:\/\/kaleidoscope.at\/wp-content\/uploads\/2025\/07\/RAG_Letters_on_cork_board_15x10-1024x682.jpg",1024,682,true],"1536x1536":["https:\/\/kaleidoscope.at\/wp-content\/uploads\/2025\/07\/RAG_Letters_on_cork_board_15x10-1536x1024.jpg",1536,1024,true],"2048x2048":["https:\/\/kaleidoscope.at\/wp-content\/uploads\/2025\/07\/RAG_Letters_on_cork_board_15x10.jpg",1772,1181,false]},"uagb_author_info":{"display_name":"klara","author_link":"https:\/\/kaleidoscope.at\/en\/author\/"},"uagb_comment_info":0,"uagb_excerpt":"Generative AI combined with either large language models (LLMs) or small language models (SLMs) [1] has become an integral part [&hellip;]","_links":{"self":[{"href":"https:\/\/kaleidoscope.at\/en\/wp-json\/wp\/v2\/blog\/7814","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/kaleidoscope.at\/en\/wp-json\/wp\/v2\/blog"}],"about":[{"href":"https:\/\/kaleidoscope.at\/en\/wp-json\/wp\/v2\/types\/blog"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/kaleidoscope.at\/en\/wp-json\/wp\/v2\/media\/7388"}],"wp:attachment":[{"href":"https:\/\/kaleidoscope.at\/en\/wp-json\/wp\/v2\/media?parent=7814"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}