Evaluating KGR10 Polish word embeddings in the recognition of temporal expressions using BiLSTM-CRF

04/03/2019
by   Jan Kocoń, et al.
0

The article introduces a new set of Polish word embeddings, built using KGR10 corpus, which contains more than 4 billion words. These embeddings are evaluated in the problem of recognition of temporal expressions (timexes) for the Polish language. We described the process of KGR10 corpus creation and a new approach to the recognition problem using Bidirectional Long-Short Term Memory (BiLSTM) network with additional CRF layer, where specific embeddings are essential. We presented experiments and conclusions drawn from them.

READ FULL TEXT

Please sign up or login with your details

Forgot password? Click here to reset