Ivana Kvapilíková Ivana Muzikářová
Main Research Interests
- Neural machine translation, unsupervised machine translation
- Multilingual representation learning
- Speech development in bilingual babies
Projects
The effect of bilingualism on speech perception and production in the first year of life (GACR JUNIOR STAR) We explore the capacity of infants to discriminate between languages and examine the impact of a bilingual upbringing on this ability. 1.1.2024 - 31.12.2028 (team member) Babel Octopus: Robust multi-source speech translation (Charles University START/SCI/089) The project proposes methods for creating a robust simultaneous multi-source speech-to-text translation. 1.4.2021 - 31.3.2023 (team member) Neural machine translation for low-resource languages (GAUK 1050119) The aim of the project is to investigate methods of training machine translation models with limited access to manually translated texts. 1.1.2019 - 31.12.2021 (principal investigator) Neural Representations in multi-modal and multi-lingual modelling (NEUREM3) (GAČR EXPRO 19-26934X) The NEUREM3 project encompasses basic research in speech processing (SP) and natural language processing (NLP) with accent on multi-linguality and multi-modality(speech and text processing with the support of visual information). 1.1.2019 - 31.12.2024 (team member)
Curriculum Vitae
Research Experience
2024 – present Post-doc researcher
The Czech Academy of Sciences, Institute of Psychology
2024 – present Researcher
2018 – 2024 Research assistant
Charles University in Prague, Faculty of Mathematics and Physics, Institute of Formal and Applied Linguistics
Oct – Nov 2019 Research visit at University of the Basque Country, San Sebastián, Spain
Education
2018 – 2024 Ph.D. in Computational Linguistics
Charles University in Prague, Faculty of Mathematics and Physics, Institute of Formal and Applied Linguistics
Dissertation topic: Towards machine translation based on monolingual texts
2015 – 2019 Bachelor's degree in Computer Science (summa cum laude)
Czech Techincal University in Prague, Faculty of Information Technology
Bachelor's thesis topic: Unsupervised machine translation between Czech and German
2012 – 2015 Master's degree in Economics & Finance (summa cum laude)
2009 – 2012 Bachelor's degree in Economics (summa cum laude)
Charles University in Prague, Faculty of Social Sciences, Institute of Economic Studies
Master's thesis topic: Measuring systemic risk in time-frequency domain
2015
Study exchange at University of Otago, Dunedin, New Zealand 2013
Study exchange at University of Granada, Granada, Spain
Selected Bibliography
- Google Scholar
- ORCID: 0000-0003-1479-3294
- Scopus ID: 57219621446
- Researcher ID: U-3625-2018
Boosting Unsupervised Machine Translation with Pseudo-Parallel Data. In: Proceedings of Machine Translation Summit XIX, Vol. 1: Research Track, pp. 135-147, Asia-Pacific Association for Machine Translation, ISBN 978-1-952148-03-3 (url, PDF, bibtex)
Low-Resource Machine Translation Systems for Indic Languages. In: Proceedings of the Eighth Conference on Machine Translation, pp. 954-958, Association for Computational Linguistics, Stroudsburg, PA, USA, ISBN 979-8-89176-041-7 (bibtex)
Machine Translation of Covid-19 Information Resources via Multilingual Transfer. In: ITAT 2021 2nd Workshop on Automata, Formal and Natural Languages – WAFNL 2021, pp. 176-181, Faculty of Mathematics and Physics, Praha, Czechia (pdf, local PDF, bibtex)
Unsupervised Multilingual Sentence Embeddings for Parallel Corpus Mining. In: Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics: Student Research Workshop, pp. 255-262, Association for Computational Linguistics, Stroudsburg, PA, USA, ISBN 978-1-952148-03-3 (url, local PDF, obd, bibtex)
CUNI Systems for the Unsupervised and Very Low Resource Translation Task in WMT20. In: Fifth Conference on Machine Translation - Proceedings of the Conference, pp. 1123-1128, Association for Computational Linguistics, Stroudsburg, PA, USA, ISBN 978-1-948087-81-0 (local PDF, obd, bibtex)
CUNI Systems for the Unsupervised News Translation Task in WMT 2019. In: Fourth Conference on Machine Translation - Proceedings of the Conference, pp. 241-248, Association for Computational Linguistics, Stroudsburg, PA, USA, ISBN 978-1-950737-27-7 (pdf, obd, bibtex)