Project-then-transfer: Effective two-stage cross-lingual transfer for semantic dependency parsing

Result code in IS VaVaI

<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216208%3A11320%2F21%3A10441751" target="_blank" >RIV/00216208:11320/21:10441751 - isvavai.cz</a>

Result on the web

—

DOI - Digital Object Identifier

—

Result language

angličtina

Original language name

Project-then-transfer: Effective two-stage cross-lingual transfer for semantic dependency parsing

Original language description

This paper describes the first report on crosslingual transfer for semantic dependency parsing. We present the insight that there are two different kinds of cross-linguality, namely surface level and semantic level, and try to capture both kinds of cross-linguality by combining annotation projection and model transfer of pre-trained language models. Our experiments showed that the performance of our graph-based semantic dependency parser almost achieved the approximated upper bound.

Czech name

—

Czech description

—

Type

D - Article in proceedings

CEP classification

—

OECD FORD branch

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

Project

—

Continuities

—

Publication year

2021

Confidentiality

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

Article name in the collection

EACL 2021 - 16th Conference of the European Chapter of the Association for Computational Linguistics, Proceedings of the Conference

ISBN

978-1-954085-02-2

ISSN

—

e-ISSN

—

Number of pages

9

Pages from-to

2586-2594

Publisher name

Association for Computational Linguistics

Place of publication

Stroudsburg

Event location

online

Event date

Apr 19, 2021

Type of event by nationality

WRD - Celosvětová akce

UT code for WoS article

—