Liina
Repo
Doctoral Researcher, Digital Language Studies, Chinese, French, German, Italian, Spanish
Filosofian maisteri – Master of Arts
Digital Language Studies
Areas of expertise
corpus linguistics
computational linguistics
Late Modern English
register studies
Biography
I am a doctoral researcher in Digital Language Studies. My interests revolve around using computational methods with historical language.
Research
In my research, I am interested in using automatic text classification methods to model noisy historical data. More specifically, I focus on predicting and modelling registers (text varieties) from large Late Modern English datasets with machine learning methods.
Other research projects I've participated in:
- Project researcher, Prosovar project (Digilang)
- Project researcher, Universal Parsebanks project (Digilang)
- Project assistant, Structuring Language Use Across Multilingual Web Corpora
Publications
In search of founding era registers: automatic modeling of registers from the corpus of Founding Era American English (2023)
Digital Scholarship in the Humanities
(Vertaisarvioitu alkuperäisartikkeli tai data-artikkeli tieteellisessä aikakauslehdessä (A1))
Explainable Publication Year Prediction of Eighteenth Century Texts with the BERT Model (2022)
Workshop on Computational Approaches to Historical Language Change
(Vertaisarvioitu artikkeli konferenssijulkaisussa (A4))
Beyond the English web: Zero-shot cross-lingual and lightweight monolingual classification of registers (2021)
European Chapter of the Association for Computational Linguistics
(Vertaisarvioitu artikkeli konferenssijulkaisussa (A4))
From Web Crawl to Clean Register-Annotated Corpora (2020)
Web as Corpus Workshop
(Vertaisarvioitu artikkeli konferenssijulkaisussa (A4))