EstNLTK 1.6: Remastered Estonian NLP Pipeline

no code implementations • LREC 2020 • Sven Laur, Siim Orasmaa, Dage S{\"a}rg, Paul Tammo

The goal of the EstNLTK Python library is to provide a unified programming interface for natural language processing in Estonian.

Morphological Analysis

Linear Ensembles of Word Embedding Models

1 code implementation • WS 2017 • Avo Muromägi, Kairit Sirts, Sven Laur

The results show that while using the ordinary least squares regression performs poorly in our experiments, using orthogonal Procrustes to combine several word embedding models into an ensemble model leads to 7-10% relative improvements over the mean result of the initial models in synonym tests and 19-47% in analogy tests.

regression Word Embeddings

EstNLTK - NLP Toolkit for Estonian

1 code implementation • LREC 2016 • Siim Orasmaa, Timo Petmanson, Alex Tkachenko, er, Sven Laur, Heiki-Jaan Kaalep

Although there are many tools for natural language processing tasks in Estonian, these tools are very loosely interoperable, and it is not easy to build practical applications on top of them.

Morphological Analysis named-entity-recognition +2

Named Entity Recognition in Estonian

no code implementations • WS 2013 • Alex Tkachenko, er, Timo Petmanson, Sven Laur

named-entity-recognition Named Entity Recognition +4