Word Embeddings: Reliability & Semantic Change

Author/s:
Johannes Hellrich
Pages:
188
EAN/ISBN:
978-3-89838-744-6
Publication Date:
Thursday, 08 August 2019
Volume:
347
Binding:
Softcover
Book Series:
Dissertations in Artificial Intelligence
Categories:
Book
Künstliche Intelligenz
English
Complete Index AKA Publisher
Semantic Technology
Availability: published
Price:
60,00 €
incl. 7% Tax

Word embeddings are a form of distributional semantics increasingly popular for investigating lexical semantic change. However, typical training algorithms are probabilistic, limiting their reliability and the reproducibility of studies.

Johannes Hellrich investigated this problem both empirically and theoretically and found some variants of SVD-based algorithms to be unaffected. Furthermore, he created the JeSemE website to make word embedding based diachronic research more accessible. It provides information on changes in word denotation and emotional connotation in five diachronic corpora.

Finally, the author conducted two case studies on the applicability of these methods by investigating the historical understanding of electricity as well as words connected to Romanticism. They showed the high potential of distributional semantics for further applications in the digital humanities.