Nepali Dependency Parsing Using Transfer Learning

Result code in IS VaVaI

<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216208%3A11320%2F25%3A6MQCRAW5" target="_blank" >RIV/00216208:11320/25:6MQCRAW5 - isvavai.cz</a>

Result on the web

<a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85214108638&doi=10.1007%2f978-981-97-8666-4_15&partnerID=40&md5=ffb189c4bee648c546cf98f15360a9c8" target="_blank" >https://www.scopus.com/inward/record.uri?eid=2-s2.0-85214108638&doi=10.1007%2f978-981-97-8666-4_15&partnerID=40&md5=ffb189c4bee648c546cf98f15360a9c8</a>

DOI - Digital Object Identifier

<a href="http://dx.doi.org/10.1007/978-981-97-8666-4_15" target="_blank" >10.1007/978-981-97-8666-4_15</a>

Result language

angličtina

Original language name

Nepali Dependency Parsing Using Transfer Learning

Original language description

This paper presents a dependency parser developed for the low resource Nepali language along with the creation of annotated dataset conforming to Universal Dependencies treebank. The created dataset is used to train along with other languages to create a neural dependency parser based on graph-based parsing. Training is done in the state-of-the art graph-based neural architecture that makes use of multilingual BERT embeddings. Various experiments have been conducted varying the source training languages and dataset sizes. In zero-shot case for Nepali language the UAS and LAS scores obtained are 59.52 and 47.47 respectively, whereas for few-shot case the scores are 80.73 and 72.67 respectively. This work presents a good enough baseline as well as high quality data that can now be used for further research in the direction of dependency parsing for Nepali language. © The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2024.

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

—

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

8th International Conference on Information System Design and Intelligent Applications

ISBN

978-981978665-7

ISSN

2367-3370

e-ISSN

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Number of pages

12

Pages from-to

179-190

Publisher name

Springer Science and Business Media Deutschland GmbH

Place of publication

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Event location

Dubai

Event date

Jan 1, 2025

Type of event by nationality

WRD - Celosvětová akce

UT code for WoS article

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