KonTra at CMCL 2021 Shared Task : Predicting Eye Movements by Combining BERT with Surface, Linguistic and Behavioral Information

No Thumbnail Available
Files
There are no files associated with this item.
Date
2021
Authors
Editors
Contact
Journal ISSN
Electronic ISSN
ISBN
Bibliographical data
Publisher
Series
URI (citable link)
DOI (citable link)
10.18653/v1/2021.cmcl-1.15
ArXiv-ID
International patent number
Link to the license
In Copyright
EU project number
Project
Open Access publication
Collections
Linguistik
Restricted until
Title in another language
Research Projects
Organizational Units
Journal Issue
Publication type
Contribution to a conference collection
Publication status
Published
Published in
Proceedings of the Workshop on Cognitive Modeling and Computational Linguistics / Chersoni, Emmanuele; Hollenstein, Nora; Jacobs, Cassandra et al. (ed.). - Stroudsburg, PA : ACL, 2021. - pp. 120-124. - ISBN 978-1-954085-35-0
Abstract
This paper describes the submission of the team KonTra to the CMCL 2021 Shared Task on eye-tracking prediction. Our system combines the embeddings extracted from a fine-tuned BERT model with surface, linguistic and behavioral features, resulting in an average mean absolute error of 4.22 across all 5 eye-tracking measures. We show that word length and features representing the expectedness of a word are consistently the strongest predictors across all 5 eye-tracking measures.
Summary in another language
Subject (DDC)
400 Philology, Linguistics
Keywords
Conference
Workshop on Cognitive Modeling and Computational Linguistics (Online), Jun 10, 2021
Review
undefined / . - undefined, undefined. - (undefined; undefined)
Cite This
ISO 690YU, Qi, Aikaterini-Lida KALOULI, Diego FRASSINELLI, 2021. KonTra at CMCL 2021 Shared Task : Predicting Eye Movements by Combining BERT with Surface, Linguistic and Behavioral Information. Workshop on Cognitive Modeling and Computational Linguistics (Online), Jun 10, 2021. In: CHERSONI, Emmanuele, ed., Nora HOLLENSTEIN, ed., Cassandra JACOBS, ed. and others. Proceedings of the Workshop on Cognitive Modeling and Computational Linguistics. Stroudsburg, PA:ACL, pp. 120-124. ISBN 978-1-954085-35-0. Available under: doi: 10.18653/v1/2021.cmcl-1.15
BibTex
@inproceedings{Yu2021KonTr-54528,
  year={2021},
  doi={10.18653/v1/2021.cmcl-1.15},
  title={KonTra at CMCL 2021 Shared Task : Predicting Eye Movements by Combining BERT with Surface, Linguistic and Behavioral Information},
  isbn={978-1-954085-35-0},
  publisher={ACL},
  address={Stroudsburg, PA},
  booktitle={Proceedings of the Workshop on Cognitive Modeling and Computational Linguistics},
  pages={120--124},
  editor={Chersoni, Emmanuele and Hollenstein, Nora and Jacobs, Cassandra},
  author={Yu, Qi and Kalouli, Aikaterini-Lida and Frassinelli, Diego}
}
RDF
<rdf:RDF
    xmlns:dcterms="http://purl.org/dc/terms/"
    xmlns:dc="http://purl.org/dc/elements/1.1/"
    xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#"
    xmlns:bibo="http://purl.org/ontology/bibo/"
    xmlns:dspace="http://digital-repositories.org/ontologies/dspace/0.1.0#"
    xmlns:foaf="http://xmlns.com/foaf/0.1/"
    xmlns:void="http://rdfs.org/ns/void#"
    xmlns:xsd="http://www.w3.org/2001/XMLSchema#" > 
  <rdf:Description rdf:about="https://kops.uni-konstanz.de/server/rdf/resource/123456789/54528">
    <dc:creator>Kalouli, Aikaterini-Lida</dc:creator>
    <dc:contributor>Kalouli, Aikaterini-Lida</dc:contributor>
    <dcterms:isPartOf rdf:resource="https://kops.uni-konstanz.de/server/rdf/resource/123456789/45"/>
    <dc:contributor>Frassinelli, Diego</dc:contributor>
    <dc:rights>terms-of-use</dc:rights>
    <dcterms:available rdf:datatype="http://www.w3.org/2001/XMLSchema#dateTime">2021-08-10T11:55:43Z</dcterms:available>
    <dcterms:issued>2021</dcterms:issued>
    <dc:creator>Frassinelli, Diego</dc:creator>
    <dcterms:title>KonTra at CMCL 2021 Shared Task : Predicting Eye Movements by Combining BERT with Surface, Linguistic and Behavioral Information</dcterms:title>
    <dspace:isPartOfCollection rdf:resource="https://kops.uni-konstanz.de/server/rdf/resource/123456789/45"/>
    <dc:language>eng</dc:language>
    <dc:date rdf:datatype="http://www.w3.org/2001/XMLSchema#dateTime">2021-08-10T11:55:43Z</dc:date>
    <foaf:homepage rdf:resource="http://localhost:8080/"/>
    <void:sparqlEndpoint rdf:resource="http://localhost/fuseki/dspace/sparql"/>
    <dcterms:abstract xml:lang="eng">This paper describes the submission of the team KonTra to the CMCL 2021 Shared Task on eye-tracking prediction. Our system combines the embeddings extracted from a fine-tuned BERT model with surface, linguistic and behavioral features, resulting in an average mean absolute error of 4.22 across all 5 eye-tracking measures. We show that word length and features representing the expectedness of a word are consistently the strongest predictors across all 5 eye-tracking measures.</dcterms:abstract>
    <dc:creator>Yu, Qi</dc:creator>
    <dc:contributor>Yu, Qi</dc:contributor>
    <bibo:uri rdf:resource="https://kops.uni-konstanz.de/handle/123456789/54528"/>
    <dcterms:rights rdf:resource="https://rightsstatements.org/page/InC/1.0/"/>
  </rdf:Description>
</rdf:RDF>
Internal note
xmlui.Submission.submit.DescribeStep.inputForms.label.kops_note_fromSubmitter
Contact
URL of original publication
Test date of URL
Examination date of dissertation
Method of financing
Comment on publication
Alliance license
Corresponding Authors der Uni Konstanz vorhanden
International Co-Authors
Bibliography of Konstanz
Yes
Refereed