Can Stanza be Used for Part-of-Speech Tagging Historical Polish?

Result code in IS VaVaI

<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216208%3A11320%2F25%3A7G92CHBB" target="_blank" >RIV/00216208:11320/25:7G92CHBB - isvavai.cz</a>

Result on the web

<a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85188704085&partnerID=40&md5=eecd47b630c5f35b672f0f87020d0931" target="_blank" >https://www.scopus.com/inward/record.uri?eid=2-s2.0-85188704085&partnerID=40&md5=eecd47b630c5f35b672f0f87020d0931</a>

DOI - Digital Object Identifier

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Result language

angličtina

Original language name

Can Stanza be Used for Part-of-Speech Tagging Historical Polish?

Original language description

The goal of this paper is to evaluate the performance of Stanza, a part-of-speech (POS) tagger developed for modern Polish, on historical text to assess its possible use for automating the annotation of other historical texts. While the issue of the reliability of utilizing POS taggers on historical data has been previously discussed, most of the research focuses on languages whose grammar differs from Polish, meaning that their results need not be fully applicable in this case. The evaluation of Stanza is conducted on two sets of 10286 and 3270 manually annotated tokens from a piece of historical Polish writing (1899), and the errors are analyzed qualitatively and quantitatively. The results show a good performance of the tagger, especially when it comes to Universal Part-of-Speech (UPOS) tags, which is promising for utilizing the tagger for automatic annotation in larger projects, and pinpoint some common features of misclassified tokens. © 2024 Association for Computational Linguistics.

Czech name

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Czech description

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Type

D - Article in proceedings

CEP classification

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OECD FORD branch

10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)

Project

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Continuities

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Publication year

2024

Confidentiality

S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Article name in the collection

EACL - Conf. Eur. Chapter Assoc. Comput. Linguist., Proc. Stud. Res. Workshop

ISBN

979-889176090-5

ISSN

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e-ISSN

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Number of pages

6

Pages from-to

44-49

Publisher name

Association for Computational Linguistics (ACL)

Place of publication

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Event location

St. Julian's

Event date

Jan 1, 2025

Type of event by nationality

WRD - Celosvětová akce

UT code for WoS article

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