Component-based approach to automatic poetry generation

Анна Владимировна Мосолова, Иван Бондаренко, Петр Андреевич Гусев, Анастасия Дмитриевна Малышева, Даниил Иванович Водолазский, Мария Николаевна Боровикова

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Abstract

This paper describes two approaches to generating poetic texts on a given topic, one of which we used while participating in ClassicAI, a contest in developing poetry generators in a specific style held by Sberbank. In the first one, we used topic modeling for extracting keywords that a certain topic is characteristic of, applied a text data augmenter to replace parts of the source of the poetry style with thematic words, and then applied a poetic consistency checker to maintain rhyme and rhythm in the output text. In the second one, we used semantic search for obtaining odd lines for the output texts and then phonetic search that selected lines similar in rhyme and rhythm to the given lines and used them as even ones. In this paper, we describe both of our approaches, analyze their benefits and weak spots, provide information on the results of the competition and suggest possible improvements
Original languageEnglish
Title of host publicationComputational Linguistics and Intellectual Technologies
Subtitle of host publicationPapers from the Annual International Conference “Dialogue” (2019)
EditorsВладимир Павлович Селегей
Place of PublicationМосква
Volume18
Publication statusPublished - 2019

OECD FOS+WOS

  • 6.02.OT LINGUISTICS
  • 1.02.EP COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE

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    Мосолова, А. В., Бондаренко, И., Гусев, П. А., Малышева, А. Д., Водолазский, Д. И., & Боровикова, М. Н. (2019). Component-based approach to automatic poetry generation. In В. П. Селегей (Ed.), Computational Linguistics and Intellectual Technologies: Papers from the Annual International Conference “Dialogue” (2019) (Vol. 18). http://www.dialog-21.ru/media/4655/camerareadysubmission-94.docx