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

Name: The CLASSLA-Stanza model for morphosyntactic annotation of non-standard Slovenian 2.1
License: https://creativecommons.org/licenses/by-sa/4.0/

Terčon, Luka; Ljubešić, Nikola

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

CLARIN.SI data & tools

Authors: Terčon, Luka and Ljubešić, Nikola

Item identifier: http://hdl.handle.net/11356/1786

Project URL: https://github.com/clarinsi/classla

Referenced by: https://aclanthology.org/W19-3704/

Date issued: 2023-03-30

Type: toolService

Language(s): Slovenian

Description: This model for morphosyntactic annotation of non-standard Slovenian was built with the CLASSLA-Stanza tool (https://github.com/clarinsi/classla) by training on the SUK training corpus (http://hdl.handle.net/11356/1747) and the Janes-Tag corpus (http://hdl.handle.net/11356/1732), using the CLARIN.SI-embed.sl word embeddings (http://hdl.handle.net/11356/1204) that were expanded with the MaCoCu-sl Slovene web corpus (http://hdl.handle.net/11356/1517). 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 ~92.17. The difference to the previous version of the model is that the model was trained on the SUK training corpus and the 3.0 version of Janes-tag, uses new embeddings and the new version of the Slovene morphological lexicon Sloleks 3.0 (http://hdl.handle.net/11356/1745).