Automated natural language processing technologies: from transcription to machine translation

- Франчук, Н.П. (orcid.org/0000-0002-0213-143X) (2024) Automated natural language processing technologies: from transcription to machine translation In: . Вид-во УДУ імені Михайла Драгоманова, м. Київ, Україна, pp. 196-198.

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Abstract

The article discusses automated natural language processing technologies that cover the full range of tasks, from automatic transcription to machine translation. Modern methods, algorithms, and models are analyzed for processing text and audio data. Special attention is paid to integrating speech recognition, syntactic and semantic analysis, and text generation technologies. Achievements in the field of neural networks, particularly transformers, which are the basis of modern machine translation systems, are considered. Prospects for the use of these technologies in various fields are highlighted. The key challenges are outlined, including the problems of multilingualism, accuracy of textual data processing, and ethical aspects. Conclusions are drawn about further developing automated natural language processing technologies to ensure effective interlingual communication and automation of routine linguistic tasks.

Item Type:	Book Section
Keywords:	natural language processing technologies, transcription, parsing, transliteration, machine translation, text analysis
Subjects:	Science and knowledge. Organization. Computer science. Information. Documentation. Librarianship. Institutions. Publications > 00 Prolegomena. Fundamentals of knowledge and culture. Propaedeutics > 004 Computer science and technology. Computing. Data processing > 004.01/.08 Special auxiliary numbers for computing > 004.08 Input, output and storage media Science and knowledge. Organization. Computer science. Information. Documentation. Librarianship. Institutions. Publications > 00 Prolegomena. Fundamentals of knowledge and culture. Propaedeutics > 004 Computer science and technology. Computing. Data processing > 004.2 Computer architecture > 004.25 Memory system Science and knowledge. Organization. Computer science. Information. Documentation. Librarianship. Institutions. Publications > 00 Prolegomena. Fundamentals of knowledge and culture. Propaedeutics > 004 Computer science and technology. Computing. Data processing > 004.9 ІКТ ( Application-oriented computer-based techniques ) > 004.91 Document processing and production Science and knowledge. Organization. Computer science. Information. Documentation. Librarianship. Institutions. Publications > 8 Language. Linguistics. Literature > 81 Linguistics and languages
Divisions:	Institute for Digitalisation of Education > Department of Open Education and Scientific Information Systems
Depositing User:	docent Nataliia Petrivna Franchuk
Date Deposited:	12 Dec 2024 17:04
Last Modified:	12 Dec 2024 17:04
URI:	https://lib.iitta.gov.ua/id/eprint/743473

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