The CLASSLA-Stanza model for morphosyntactic annotation of non-standard Croatian 2.1

  Authors

Terčon, Luka ; Ljubešić, Nikola and Štefanec, Vanja

  Item identifier

http://hdl.handle.net/11356/1826

 Project URL

https://github.com/clarinsi/classla

 Referenced by

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

 Date issued

2023-05-10

 Type

toolService

 Language(s)

Croatian

 Description

This model for morphosyntactic annotation of non-standard Croatian was built with the CLASSLA-Stanza tool (https://github.com/clarinsi/classla) by training on the hr500k training corpus (http://hdl.handle.net/11356/1792) and the ReLDI-NormTagNER-hr corpus (http://hdl.handle.net/11356/1793), using the CLARIN.SI-embed.hr word embeddings (http://hdl.handle.net/11356/1790). These corpora were additionally augmented for handling missing diacritics by repeating parts of the corpora with diacritics removed. The model produces simultaneously UPOS, FEATS and XPOS (MULTEXT-East) labels. The estimated F1 of the XPOS annotations is ~92.49. The difference to the previous version of the model is that this version uses the new version of Croatian word embeddings and is trained on a combination of two datasets (hr500k, ReLDI-NormTagNER-hr).

 Publisher

Jožef Stefan Institute

 Acknowledgement

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

Jožef Stefan Institute CLARIN "CLARIN.SI"

ARRS (Slovenian Research Agency) J7-4642 "MEZZANINE"

Connecting Europe Facility (CEF) Telecom INEA/CEF/ICT/A2020/2278341 "MaCoCu - Massive collection and curation of monolingual and bilingual data: focus on under-resourced languages"

 Subject(s)

part-of-speech tagging computer-mediated communication language model

 Collection(s)

CLARIN.SI data & tools

 Other versions

List all versions  

Show full item record