Evaluation of Croatian Word Embeddings (CROSBI ID 661764)
Prilog sa skupa u zborniku | izvorni znanstveni rad | međunarodna recenzija
Podaci o odgovornosti
Svoboda, Lukáš ; Beliga, Slobodan
engleski
Evaluation of Croatian Word Embeddings
Croatian is poorly resourced and highly inflected language from Slavic language family. Nowadays, research is focusing mostly on English. We created a new word analogy dataset based on the original English Word2vec word analogy dataset and added some of the specific linguistic aspects from the Croatian language. Next, we created Croatian WordSim353 and RG65 datasets for a basic evaluation of word similarities. We compared created datasets on two popular word representation models, based on Word2Vec tool and fastText tool. Models have been trained on 1.37B tokens training data corpus and tested on a new robust Croatian word analogy dataset. Results show that models are able to create meaningful word representation. This research has shown that free word order and the higher morphological complexity of Croatian language influences the quality of resulting word embeddings.
Croatian word embeddings ; Croatian word analogy ; Croatian language ; Slavic language family ; Word2Vec ; FastText ; Croatian word similarity dataset ; WordSim353 ; RG65
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Podaci o prilogu
1512-1518.
2018.
objavljeno
Podaci o matičnoj publikaciji
Proceedings of the Eleventh International Conference on Language Resources and Evaluation (LREC 2018)
Calzolari, N. ; Choukri, K. ; Cieri, C. ; Declerck, T. ; Goggi, S. ; Hasida, K. ; Isahara, H. ; Maegaard, B. ; Mariani, J. ; Mazo, H. ; Moreno, A. ; Odijk, J. ; Piperidis, S. ; Tokunaga, T.
Pariz: European Language Resources Association (ELRA)
979-10-95546-00-9
Podaci o skupu
11th International Conference on Language Resources and Evaluation (LREC 2018)
predavanje
07.05.2018-12.05.2018
Miyazaki, Japan
Povezanost rada
Računarstvo, Informacijske i komunikacijske znanosti