{"id":2717,"date":"2023-10-02T15:42:02","date_gmt":"2023-10-02T10:42:02","guid":{"rendered":"http:\/\/vestnik.polytech.tj\/?p=2717"},"modified":"2023-10-02T15:46:38","modified_gmt":"2023-10-02T10:46:38","slug":"models-of-representation-of-the-meaning-of-the-text","status":"publish","type":"post","link":"https:\/\/vestnik.polytech.tj\/?p=2717&lang=en","title":{"rendered":"MODELS OF REPRESENTATION OF THE MEANING OF THE TEXT"},"content":{"rendered":"<p><!--vcv no format--><!-- vcwb\/dynamicElementComment:0e68281c --><!-- \/vcwb\/dynamicElementComment:0e68281c --><!-- vcwb\/dynamicElementComment:04ef6b3f --><!-- \/vcwb\/dynamicElementComment:04ef6b3f --><!-- vcwb\/dynamicElementComment:01d60193 --><!-- \/vcwb\/dynamicElementComment:01d60193 --><!-- vcwb\/dynamicElementComment:d9c11eaf --><\/p>\n<div class=\"vce-row-container\" data-vce-boxed-width=\"true\">\n<div class=\"vce-row vce-row--col-gap-30 vce-row-equal-height vce-row-content--top\" id=\"el-d9c11eaf\" data-vce-do-apply=\"all el-d9c11eaf\">\n<div class=\"vce-row-content\" data-vce-element-content=\"true\"><!-- vcwb\/dynamicElementComment:a5f3f161 --><\/p>\n<div class=\"vce-col vce-col--md-78p vce-col--xs-1 vce-col--xs-last vce-col--xs-first vce-col--sm-last vce-col--sm-first vce-col--md-first vce-col--lg-first vce-col--xl-first\" id=\"el-a5f3f161\">\n<div class=\"vce-col-inner\" data-vce-do-apply=\"border margin background  el-a5f3f161\">\n<div class=\"vce-col-content\" data-vce-element-content=\"true\" data-vce-do-apply=\"padding el-a5f3f161\"><!-- vcwb\/dynamicElementComment:972334a0 --><\/p>\n<div class=\"vce-text-block\">\n<div class=\"vce-text-block-wrapper vce\" id=\"el-972334a0\" data-vce-do-apply=\"all el-972334a0\">\n<p><strong><span style=\"font-size: 14pt;\">Authors<\/span><\/strong><\/p>\n<p><strong>&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; <\/strong><strong>Safarov G.Kh.<\/strong> \u2013 <em>Doctoral PhD student in the specialty 6D070400 \u2013 Computer Engineering <\/em><em>and Software, Department of Programming and Information Systems, Polytechnic Institute of&nbsp; <\/em><em>Tajik Technical University, Khujand, Republic of Tajikistan, <a href=\"mailto:safarov.ghanijon@gmail.com\">safarov.ghanijon@gmail.com<\/a><\/em><\/p>\n<p><span style=\"font-size: 14pt;\"><strong>Annotation<\/strong><\/span><\/p>\n<p><em>&nbsp; &nbsp; &nbsp; &nbsp; The article provides a comparative overview of different models of text meaning representation, describes ways of evaluating their parameters and the quality of the results. It is emphasized that the transition from the space of terms to the space of found topics helps to resolve the synonymy of terms as well as to solve such problems as thematic search, classification, summarization and annotation of collections of documents and news streams more efficiently. It is noted that in the context of the development of global networks, as well as technologies for creating intelligent systems, the relevance of research aimed at automatic data processing, and above all &#8212; to various types of semantic text analysis, is increasing. Semantic analysis of the text allows you to extract information about facts, key concepts and their relationships, with the subsequent presentation of the material in the form of a structured semantic description in a certain way. In conclusion, it is noted that the construction of a semantic description of the text can solve many practical problems, including: semantic search, identification of facts in which specific key concepts take part; natural language text processing in content management systems; checking student answers in knowledge control systems when using an open testing form. Such tasks are characterized by the need to compare two texts with each other for semantic correspondence, taking into account predicative relations in the text.<\/em><\/p>\n<p><span style=\"font-size: 14pt;\"><strong><em>Key words<\/em><\/strong><\/span><\/p>\n<p><em>&nbsp; semantics, model, meaning of the text, text, description, structure, analysis<\/em><\/p>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:972334a0 --><\/div>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:a5f3f161 --><!-- vcwb\/dynamicElementComment:b2ab1452 --><\/p>\n<div class=\"vce-col vce-col--md-22p vce-col--xs-1 vce-col--xs-last vce-col--xs-first vce-col--sm-last vce-col--sm-first vce-col--md-last vce-col--lg-last vce-col--xl-last\" id=\"el-b2ab1452\">\n<div class=\"vce-col-inner\" data-vce-do-apply=\"border margin background  el-b2ab1452\">\n<div class=\"vce-col-content\" data-vce-element-content=\"true\" data-vce-do-apply=\"padding el-b2ab1452\"><!-- vcwb\/dynamicElementComment:064c9cda --><\/p>\n<div class=\"vce-text-block\">\n<div class=\"vce-text-block-wrapper vce\" id=\"el-064c9cda\" data-vce-do-apply=\"all el-064c9cda\">\n<table style=\"border-collapse: collapse; width: 100%;\" border=\"1\">\n<tbody>\n<tr>\n<td style=\"width: 100%;\">\n<p style=\"line-height: 1;\">Language<\/p>\n<p style=\"line-height: 1;\"><span style=\"font-weight: 400; font-style: normal;\">english<\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:064c9cda --><!-- vcwb\/dynamicElementComment:7b8a18b6 --><\/p>\n<div class=\"vce-text-block\">\n<div class=\"vce-text-block-wrapper vce\" id=\"el-7b8a18b6\" data-vce-do-apply=\"all el-7b8a18b6\">\n<table style=\"border-collapse: collapse; width: 100%;\" border=\"1\">\n<tbody>\n<tr>\n<td style=\"width: 100%;\">\n<p style=\"line-height: 1;\">Type<\/p>\n<p style=\"line-height: 1;\"><span style=\"font-weight: 400; font-style: normal;\">technical<\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:7b8a18b6 --><!-- vcwb\/dynamicElementComment:454ec647 --><\/p>\n<div class=\"vce-text-block\">\n<div class=\"vce-text-block-wrapper vce\" id=\"el-454ec647\" data-vce-do-apply=\"all el-454ec647\">\n<table style=\"border-collapse: collapse; width: 100%;\" border=\"1\">\n<tbody>\n<tr>\n<td style=\"width: 100%;\">\n<p style=\"line-height: 1;\">Year<\/p>\n<p style=\"line-height: 1;\"><span style=\"font-weight: 400; font-style: normal;\">2021<\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:454ec647 --><!-- vcwb\/dynamicElementComment:f50bd0f9 --><\/p>\n<div class=\"vce-text-block\">\n<div class=\"vce-text-block-wrapper vce\" id=\"el-f50bd0f9\" data-vce-do-apply=\"all el-f50bd0f9\">\n<table style=\"border-collapse: collapse; width: 100%;\" border=\"1\">\n<tbody>\n<tr>\n<td style=\"width: 100%;\">\n<p style=\"line-height: 1;\">Page<\/p>\n<p style=\"line-height: 1;\"><span style=\"font-weight: 400;\">25<\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:f50bd0f9 --><\/div>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:b2ab1452 --><\/div>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:d9c11eaf --><!-- vcwb\/dynamicElementComment:0073a539 --><\/p>\n<div class=\"vce-row-container\" data-vce-boxed-width=\"true\">\n<div class=\"vce-row vce-row--col-gap-30 vce-row-equal-height vce-row-content--top\" id=\"el-0073a539\" data-vce-do-apply=\"all el-0073a539\">\n<div class=\"vce-row-content\" data-vce-element-content=\"true\"><!-- vcwb\/dynamicElementComment:aa9a22c9 --><\/p>\n<div class=\"vce-col vce-col--md-auto vce-col--xs-1 vce-col--xs-last vce-col--xs-first vce-col--sm-last vce-col--sm-first vce-col--md-last vce-col--lg-last vce-col--xl-last vce-col--md-first vce-col--lg-first vce-col--xl-first\" id=\"el-aa9a22c9\">\n<div class=\"vce-col-inner\" data-vce-do-apply=\"border margin background  el-aa9a22c9\">\n<div class=\"vce-col-content\" data-vce-element-content=\"true\" data-vce-do-apply=\"padding el-aa9a22c9\"><!-- vcwb\/dynamicElementComment:8e2a5d97 --><\/p>\n<div class=\"vce-text-block\">\n<div class=\"vce-text-block-wrapper vce\" id=\"el-8e2a5d97\" data-vce-do-apply=\"all el-8e2a5d97\">\n<p><span style=\"font-size: 14pt;\"><strong>References<\/strong><\/span><\/p>\n<p>&nbsp;<\/p>\n<ol>\n<li style=\"list-style-type: none;\">\n<ol>\n<li><em> Avezov A.Kh. The use of information technology for teaching scientific creativity. \/\/ Bulletin of the Tajik State University of Law, Business and Politics. 2014. <\/em><em>\u2116<\/em><em> 1 (57). pp. 316-327.<\/em><\/li>\n<li><em> Belonogov G.G. Computational Linguistics and Perspective Information Technologies. Theory and practice of building systems for automatic processing of textual information. &#8212; M.: Russian world, 2004.-246 p.<\/em><\/li>\n<li><em> Gavrilov A.V. Hybrid Intelligent Systems: Monograph &#8212; Novosibirsk: NSTU Publishing House, 2002. &#8212; 142 p.<\/em><\/li>\n<li><em> Ermakov A.E. Explication of the elements of the meaning of the text by means of syntactic analysis-synthesis. \/\/ Computational Linguistics and Intelligent Technologies: Proceedings of the International Conference Dialogue&#8217;2003. &#8212; M.: Nauka, 2003. &#8212; <\/em><em>\u0420<\/em><em>. 136-140.<\/em><\/li>\n<li><em> Melchuk I.A. Course of general morphology. Volume II: Per. from fr. \/ Common Edited by N.V. Pertsov and E.N. Savvina. &#8212; Moscow &#8212; Vienna: &#171;Languages of Russian Culture&#187;, Vienna Slavic Almanac, Progress Publishing Group, 1998. &#8212; 544 p.<\/em><\/li>\n<li><em> Melchuk I.A. Experience in the theory of linguistic models &#171;sense-text&#187;: Semantics, syntax [Republished]. \/\/ M.: School &#171;Languages of Russian culture&#187;, 1999. &#8212; 345 p.<\/em><\/li>\n<li><em> Rubashkin V. Sh. On the methods of analysis of a connected text \/\/ Questions of information theory and practice. &#8212; Issue. 49. &#8212; M.: VINITI. &#8212; 1983. &#8212; <\/em><em>\u0420<\/em><em>. 58-73.<\/em><\/li>\n<li><em> Rubashkin V. Sh. Representation and analysis of meaning in intelligent information systems. &#8212; M.: Nauka, 1989. &#8212; 190 p.<\/em><\/li>\n<li><em> Figurovsky I.A. From the syntax of a single sentence to the syntax of the whole text. &#8212; M.: Russian language at school, 1948. &#8212; \u2116 3. &#8212; <\/em><em>\u0420<\/em><em>. 21-31.<\/em><\/li>\n<li><em> Shemakin Yu.I., Romanov A.A. Computer semantics. \/\/ &#8212; M.: Scientific and educational center &#171;School of Kitaygorodskaya&#187;, 1995. &#8212; 343 p.<\/em><\/li>\n<\/ol>\n<\/li>\n<\/ol>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:8e2a5d97 --><\/div>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:aa9a22c9 --><\/div>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:0073a539 --><!-- vcwb\/dynamicElementComment:643f74db --><\/p>\n<div class=\"vce-row-container\" data-vce-boxed-width=\"true\">\n<div class=\"vce-row vce-row--col-gap-30 vce-row-equal-height vce-row-content--top\" id=\"el-643f74db\" data-vce-do-apply=\"all el-643f74db\">\n<div class=\"vce-row-content\" data-vce-element-content=\"true\"><!-- vcwb\/dynamicElementComment:eab3d94e --><\/p>\n<div class=\"vce-col vce-col--md-auto vce-col--xs-1 vce-col--xs-last vce-col--xs-first vce-col--sm-last vce-col--sm-first vce-col--md-last vce-col--lg-last vce-col--xl-last vce-col--md-first vce-col--lg-first vce-col--xl-first\" id=\"el-eab3d94e\">\n<div class=\"vce-col-inner\" data-vce-do-apply=\"border margin background  el-eab3d94e\">\n<div class=\"vce-col-content\" data-vce-element-content=\"true\" data-vce-do-apply=\"padding el-eab3d94e\"><!-- vcwb\/dynamicElementComment:c9d5e330 --><\/p>\n<div class=\"vce-text-block\">\n<div class=\"vce-text-block-wrapper vce\" id=\"el-c9d5e330\" data-vce-do-apply=\"all el-c9d5e330\">\n<h2><strong><span style=\"font-size: 14pt;\">Publication date<\/span><\/strong><\/h2>\n<p>2023-10-02<\/p>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:c9d5e330 --><\/div>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:eab3d94e --><\/div>\n<\/div>\n<\/div>\n<p><!-- \/vcwb\/dynamicElementComment:643f74db --><!--vcv no format--><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Authors &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; Safarov G.Kh. \u2013 Doctoral PhD student in the specialty 6D070400 \u2013 Computer Engineering and Software, Department of Programming and Information Systems, Polytechnic Institute of&nbsp; Tajik Technical University, Khujand, Republic of Tajikistan, safarov.ghanijon@gmail.com Annotation &nbsp; &nbsp; &nbsp; &nbsp; The article provides a comparative overview of different models of text meaning representation, describes ways of evaluating their parameters and the quality of the results. It is emphasized that the transition from the space of terms to the space of found topics helps to resolve the synonymy&hellip;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[159],"tags":[358],"class_list":["post-2717","post","type-post","status-publish","format-standard","hentry","category-bulletin-of-pittu-2021","tag-bulletin-of-pittu-2021-4"],"acf":[],"featured_image_src":null,"author_info":{"display_name":"ilhomjonqodirov02","author_link":"https:\/\/vestnik.polytech.tj\/?author=1"},"_links":{"self":[{"href":"https:\/\/vestnik.polytech.tj\/index.php?rest_route=\/wp\/v2\/posts\/2717","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/vestnik.polytech.tj\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/vestnik.polytech.tj\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/vestnik.polytech.tj\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/vestnik.polytech.tj\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=2717"}],"version-history":[{"count":4,"href":"https:\/\/vestnik.polytech.tj\/index.php?rest_route=\/wp\/v2\/posts\/2717\/revisions"}],"predecessor-version":[{"id":2721,"href":"https:\/\/vestnik.polytech.tj\/index.php?rest_route=\/wp\/v2\/posts\/2717\/revisions\/2721"}],"wp:attachment":[{"href":"https:\/\/vestnik.polytech.tj\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2717"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/vestnik.polytech.tj\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=2717"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/vestnik.polytech.tj\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=2717"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}