Anna Gladkova

Analogy-based detection of morphological and semantic relations with word embeddings: what works and what doesn't.

2016

Following up on numerous reports of analogybased identification of "linguistic regularities" in word embeddings, this study applies the widely used vector offset method to 4 types of linguistic relations: inflectional and derivational morphology, and lexicographic …

Word Embeddings, Analogies, and Machine Learning: Beyond king - man + woman = queen.

2016 · IT University Of Copenhagen (IT University of Copenhagen)

Solving word analogies became one of the most popular benchmarks for word embeddings on the assumption that linear relations between word pairs (such as king:man :: woman:queen) are indicative of the quality of the embedding. …