The CLASSLA-StanfordNLP model for morphosyntactic annotation of standard Croatian 1.1

  Authors

Ljubešić, Nikola

  Item identifier

http://hdl.handle.net/11356/1348

 Project URL

https://github.com/clarinsi/classla-stanfordnlp

 Referenced by

http://dx.doi.org/10.18653/v1/W19-3704

 Date issued

2020-09-11

 Type

toolService

 Language(s)

Croatian

 Description

The model for morphosyntactic annotation of standard Croatian was built with the CLASSLA-StanfordNLP tool (https://github.com/clarinsi/classla-stanfordnlp) by training on the hr500k training corpus (http://hdl.handle.net/11356/1183) and using the CLARIN.SI-embed.hr word embeddings (http://hdl.handle.net/11356/1205). The model produces simultaneously UPOS, FEATS and XPOS (MULTEXT-East) labels. The estimated F1 of the XPOS annotations is ~94.1. The difference to the previous version of the model is that now the whole XPOS tag is predicted and not specific characters, as was the case in stanfordnlp, which resulted in illegal XPOS tags (and slightly decreased performance).

 Publisher

Jožef Stefan Institute

 Acknowledgement

ARRS (Slovenian Research Agency) P6-0411 "Language Resources and Technologies for Slovene"

ARRS (Slovenian Research Agency) J7-8280 "FRENK: Resources, methods, and tools for the understanding, identification, and classification of various forms of socially unacceptable discourse in the information society"

ARRS (Slovenian Research Agency) N6-0099 "LiLaH: Linguistic Landscape of Hate Speech"

 Subject(s)

language model part-of-speech tagging

 Collection(s)

CLARIN.SI data & tools

 

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