Creation and Evaluation of Datasets for Distributional Semantics Tasks in the Digital Humanities Domain

no code implementations • 7 Mar 2019 • Gerhard Wohlgenannt, Ariadna Barinova, Dmitry Ilvovsky, Ekaterina Chernyak

Among the contributions are the evaluation of various word embedding techniques on the different task types, with the findings that even embeddings trained on small corpora perform well for example on the word intrusion task.

Word Embeddings Word Similarity

Relation Extraction Datasets in the Digital Humanities Domain and their Evaluation with Word Embeddings

no code implementations • 4 Mar 2019 • Gerhard Wohlgenannt, Ekaterina Chernyak, Dmitry Ilvovsky, Ariadna Barinova, Dmitry Mouromtsev

In this research, we manually create high-quality datasets in the digital humanities domain for the evaluation of language models, specifically word embedding models.

Relation Relation Extraction +1