Cross-lingual Approaches for Task-specific Dialogue Act Recognition
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F49777513%3A23520%2F21%3A43963764" target="_blank" >RIV/49777513:23520/21:43963764 - isvavai.cz</a>
Result on the web
<a href="https://www.scopus.com/record/display.uri?origin=resultslist&eid=2-s2.0-85111867008" target="_blank" >https://www.scopus.com/record/display.uri?origin=resultslist&eid=2-s2.0-85111867008</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1007/978-3-030-79150-6_19" target="_blank" >10.1007/978-3-030-79150-6_19</a>
Alternative languages
Result language
angličtina
Original language name
Cross-lingual Approaches for Task-specific Dialogue Act Recognition
Original language description
In this paper we exploit cross-lingual models to enable dialogue act recognition for specific tasks with a small number of annotations. We design a transfer learning approach for dialogue act recognition and validate it on two dif- ferent target languages and domains. We compute dialogue turn embeddings with both a CNN and multi-head self-attention model and show that the best results are obtained by combining all sources of transferred information. We further demon- strate that the proposed methods significantly outperform related cross-lingual DA recognition approaches.
Czech name
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Czech description
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Classification
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)
Result continuities
Project
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Continuities
O - Projekt operacniho programu
Others
Publication year
2021
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
IFIP Advances in Information and Communication Technology
ISBN
978-3-030-79149-0
ISSN
1868-4238
e-ISSN
1868-422X
Number of pages
11
Pages from-to
232-242
Publisher name
Springer
Place of publication
Heidelberg
Event location
Hersonissos, Kréta, Řecko
Event date
Jun 25, 2021
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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