<?xml version="1.0" encoding="UTF-8"?> <!DOCTYPE book PUBLIC "-//NLM//DTD BITS Book Interchange DTD v2.3 20210610//EN" "BITS-book2.3.dtd"> <book xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML" book-type="conference-proceedings" dtd-version="2.3" xml:lang="ru"> <front> <book-meta>  <book-id book-id-type="isbn">978-5-908172-00-4</book-id>    <title-group>  <book-title xml:lang="ru">Актуальные вопросы интеграции науки и практики в условиях трансформации социально-экономических систем</book-title>   </title-group>  <description xml:lang="ru"> <p>В сборнике представлены научные публикации, посвященные вопросам развития экономической науки. В материалах сборника приведены результаты теоретических и прикладных изысканий представителей научного и образовательного сообщества в данной области. Предназначен для широкого круга читателей. Издание может быть полезно научным сотрудникам, преподавателям, студентам, аспирантам и всем, кто интересуется проблемами и перспективами социально-экономического развития России и зарубежья.
Статьи представлены в авторской редакции. Ответственность за приведенные в исследовании экономические данные несут авторы.</p> </description>   <contrib-group>  <contrib contrib-type="editor" id="editor1">    <name-alternatives>  <name name-style="eastern" xml:lang="ru"> <surname>Батов</surname> <given-names>Алексей Викторович</given-names> </name>   </name-alternatives>   <email xlink:type="simple">a.batov@mitu.msk.ru</email> </contrib>  <contrib contrib-type="editor" id="editor2">    <name-alternatives>  <name name-style="eastern" xml:lang="ru"> <surname>Авдеева</surname> <given-names>Оксана Викторовна</given-names> </name>   </name-alternatives>   <email xlink:type="simple">o.avdeeva@mitu.msk.ru</email> </contrib>  <contrib contrib-type="editor" id="editor3">    <name-alternatives>  <name name-style="eastern" xml:lang="ru"> <surname>Юрьева</surname> <given-names>София Александровна</given-names> </name>   </name-alternatives>   <email xlink:type="simple">s.yurieva@mitu.msk.ru</email> </contrib>  <contrib contrib-type="editor" id="editor4">    <name-alternatives>  <name name-style="eastern" xml:lang="ru"> <surname>Батов</surname> <given-names>Алексей Викторович</given-names> </name>   </name-alternatives>   <email xlink:type="simple">a.batov@mitu.msk.ru</email> </contrib>  </contrib-group>   <contrib-group>  <contrib contrib-type="member-of-organizing-committee" id="orgcomm1">    <name-alternatives>  <name name-style="eastern" xml:lang="ru"> <surname>Самедова</surname> <given-names>Эльмира Назимовна</given-names> </name>   </name-alternatives>   </contrib>  <contrib contrib-type="member-of-organizing-committee" id="orgcomm2">    <name-alternatives>  <name name-style="eastern" xml:lang="ru"> <surname>Троицкий</surname> <given-names>Валерий Сергеевич</given-names> </name>   </name-alternatives>   </contrib>  <contrib contrib-type="member-of-organizing-committee" id="orgcomm3">    <name-alternatives>  <name name-style="eastern" xml:lang="ru"> <surname>Батов</surname> <given-names>Алексей Викторович</given-names> </name>   </name-alternatives>   </contrib>  <contrib contrib-type="member-of-organizing-committee" id="orgcomm4">    <name-alternatives>  <name name-style="eastern" xml:lang="ru"> <surname>Юрьева</surname> <given-names>София Александровна</given-names> </name>   </name-alternatives>   </contrib>  <contrib contrib-type="member-of-organizing-committee" id="orgcomm5">    <name-alternatives>  <name name-style="eastern" xml:lang="ru"> <surname>Авдеева</surname> <given-names>Оксана Викторовна</given-names> </name>   </name-alternatives>   </contrib>  <contrib contrib-type="member-of-organizing-committee" id="orgcomm6">    <name-alternatives>  <name name-style="eastern" xml:lang="ru"> <surname>Хаймурзина</surname> <given-names>Наталья Зямиловна</given-names> </name>   </name-alternatives>   </contrib>  <contrib contrib-type="member-of-organizing-committee" id="orgcomm7">    <name-alternatives>  <name name-style="eastern" xml:lang="ru"> <surname>Батов</surname> <given-names>Алексей Викторович</given-names> </name>   </name-alternatives>   </contrib>  <contrib contrib-type="member-of-organizing-committee" id="orgcomm8">    <name-alternatives>  <name name-style="eastern" xml:lang="ru"> <surname>Юрьева</surname> <given-names>София Александровна</given-names> </name>   </name-alternatives>   </contrib>  <contrib contrib-type="member-of-organizing-committee" id="orgcomm9">    <name-alternatives>  <name name-style="eastern" xml:lang="ru"> <surname>Авдеева</surname> <given-names>Оксана Викторовна</given-names> </name>   </name-alternatives>   </contrib>  </contrib-group>   <event>  <event-desc xml:lang="ru">Актуальные вопросы интеграции науки и практики в условиях трансформации социально-экономических систем</event-desc>   <event-desc xml:lang="en">Current issues of integrating science and practice in the context of transforming socio-economic systems</event-desc>   <conf-date> <day>24</day> <month>04</month> <year>2026</year> </conf-date>    <conf-loc xml:lang="ru">Москва</conf-loc>  </event>   <publisher> <publisher-name>ИД «Среда»</publisher-name> </publisher>    <pub-date date-type="collection" publication-format="electronic" iso-8601-date="1900"> <year>1900</year> </pub-date>    <permissions>   <copyright-statement xml:lang="ru">© 2026 Корниенко Д. В., Никулин А. В.</copyright-statement>   <copyright-year>2026</copyright-year>  <copyright-holder xml:lang="ru">Корниенко Д. В., Никулин А. В.</copyright-holder>      <license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/" xml:lang="ru" xlink:type="simple"> <license-p>Это произведение доступно по лицензии Creative Commons Attribution 4.0 International (CC BY 4.0)</license-p> </license>   </permissions>  </book-meta> <book-part book-part-type="conference-paper"> <book-part-meta>   <book-id custom-type="publisher-id" pub-id-type="custom">167483</book-id> <title-group>  <chapter-title xml:lang="ru">Автоматизированное построение архитектуры программного обеспечения и выделение DDD-контекстов с использованием NLP из тезисов EventStorming</chapter-title>   </title-group>  <contrib-group>   <contrib contrib-type="author" id="author1"> <contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-3115-194X</contrib-id>  <name-alternatives>  <name name-style="eastern" xml:lang="ru"> <surname>Корниенко</surname> <given-names>Дмитрий Васильевич</given-names> </name>    </name-alternatives>  <email xlink:type="simple">dmkornienko@mail.ru</email> <xref ref-type="aff" rid="aff1"/> </contrib>   <contrib contrib-type="author" id="author2">   <name-alternatives>  <name name-style="eastern" xml:lang="ru"> <surname>Никулин</surname> <given-names>Александр Валерьевич</given-names> </name>    </name-alternatives>   <xref ref-type="aff" rid="aff2"/> </contrib>    <aff-alternatives id="aff1">   <aff xml:lang="ru">  <institution>Московский институт технологий и управления</institution>   <country>Россия</country> </aff>   </aff-alternatives>  <aff-alternatives id="aff2">   <aff xml:lang="ru">  <institution>Институт филологии ФГБОУ ВО «Елецкий государственный университет им. И.А. Бунина»</institution>   <country>Россия</country> </aff>     </aff-alternatives>  </contrib-group>       <abstract xml:lang="ru"> <p>в статье представлен автоматизированный подход к выделению ограниченных контекстов (Bounded Contexts) DDD из текстов EventStorming. Предложен четырёхэтапный конвейер: предобработка текста, извлечение семантических триплетов (субъект–предикат–объект), построение мультиграфа, DDD-анализ (кластеризация методом Лувена). Реализованы два метода извлечения триплетов – на основе правил (Natasha, точность типизации 85,2%) и нейросетевой (ruT5-base, F1 = 77,5%, что на 8,9 п.п. выше). Генеративная модель именования контекстов совпала с экспертным именем в 83,3% случаев.</p> </abstract>           <kwd-group xml:lang="ru">  <kwd>граф знаний</kwd>  <kwd>NLP</kwd>  <kwd>EventStorming</kwd>  <kwd>Domain-Driven Design</kwd>  <kwd>Seq2Seq</kwd>  <kwd>ruT5</kwd>  <kwd>Bounded Context</kwd>  </kwd-group>        </book-part-meta> </book-part> </front>  <back> <ref-list> <title>References</title>  <ref id="ref1"> <label>1</label> <citation-alternatives>  <mixed-citation xml:lang="ru">Brandolini A. 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