Continue or Stop Reading? Modeling Decisions in Information Search

Francisco López-Orozco; Anne Guérin-Dugué; Benoît Lemaire

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Paper

Continue or Stop Reading? Modeling Decisions in Information Search

In Proceedings of the 9th International Workshop on Natural Language Processing and Cognitive Science - Volume 0ICEIS, 96-105, 2012 , Wrocław, Poland

Authors: Francisco López-Orozco ; Anne Guérin-Dugué and Benoît Lemaire

Affiliation: University of Grenoble, France

Keyword(s): Text Reading, Semantic Association, Eye Movements, Decision Making.

Abstract: This paper presents a cognitive computational model of the way people read a paragraph with the task of quickly deciding whether it is better related to a given goal than another paragraph processed previously. In particular, the model attempts to predict the time at which participants would decide to stop reading the current paragraph because they have enough information to make their decision. We proposed a two-variable linear threshold to account for that decision, based on the rank of the fixation and the difference of semantic similarities between each paragraph and the goal. Our model performance is compared to the eye tracking data of 22 participants.

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Paper citation in several formats:

López-Orozco, F.; Guérin-Dugué, A. and Lemaire, B. (2012). Continue or Stop Reading? Modeling Decisions in Information Search. In Proceedings of the 9th International Workshop on Natural Language Processing and Cognitive Science (ICEIS 2012) - NLPCS; ISBN 978-989-8565-16-7, SciTePress, pages 96-105. DOI: 10.5220/0004099900960105

@conference{nlpcs12,
author={Francisco López{-}Orozco. and Anne Guérin{-}Dugué. and Benoît Lemaire.},
title={Continue or Stop Reading? Modeling Decisions in Information Search},
booktitle={Proceedings of the 9th International Workshop on Natural Language Processing and Cognitive Science (ICEIS 2012) - NLPCS},
year={2012},
pages={96-105},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004099900960105},
isbn={978-989-8565-16-7},
}

TY - CONF

JO - Proceedings of the 9th International Workshop on Natural Language Processing and Cognitive Science (ICEIS 2012) - NLPCS
TI - Continue or Stop Reading? Modeling Decisions in Information Search
SN - 978-989-8565-16-7
AU - López-Orozco, F.
AU - Guérin-Dugué, A.
AU - Lemaire, B.
PY - 2012
SP - 96
EP - 105
DO - 10.5220/0004099900960105
PB - SciTePress