KonTra at CMCL 2021 Shared Task : Predicting Eye Movements by Combining BERT with Surface, Linguistic and Behavioral Information
KonTra at CMCL 2021 Shared Task : Predicting Eye Movements by Combining BERT with Surface, Linguistic and Behavioral Information
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2021
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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.
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400 Philology, Linguistics
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Workshop on Cognitive Modeling and Computational Linguistics (Online), Jun 10, 2021
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YU, 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-1.15BibTex
@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} }
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