A Framework for Modeling the Interaction of Syntactic Processing and Eye Movement Control
Topics in Cognitive Science 5 (3):452-474 (2013)
Abstract
We explore the interaction between oculomotor control and language comprehension on the sentence level using two well-tested computational accounts of parsing difficulty. Previous work (Boston, Hale, Vasishth, & Kliegl, 2011) has shown that surprisal (Hale, 2001; Levy, 2008) and cue-based memory retrieval (Lewis & Vasishth, 2005) are significant and complementary predictors of reading time in an eyetracking corpus. It remains an open question how the sentence processor interacts with oculomotor control. Using a simple linking hypothesis proposed in Reichle, Warren, and McConnell (2009), we integrated both measures with the eye movement model EMMA (Salvucci, 2001) inside the cognitive architecture ACT-R (Anderson et al., 2004). We built a reading model that could initiate short “Time Out regressions” (Mitchell, Shen, Green, & Hodgson, 2008) that compensate for slow postlexical processing. This simple interaction enabled the model to predict the re-reading of words based on parsing difficulty. The model was evaluated in different configurations on the prediction of frequency effects on the Potsdam Sentence Corpus. The extension of EMMA with postlexical processing improved its predictions and reproduced re-reading rates and durations with a reasonable fit to the data. This demonstration, based on simple and independently motivated assumptions, serves as a foundational step toward a precise investigation of the interaction between high-level language processing and eye movement controlDOI
10.1111/tops.12026
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Citations of this work
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The Effect of Prominence and Cue Association on Retrieval Processes: A Computational Account.Felix Engelmann, Lena A. Jӓger & Shravan Vasishth - 2019 - Cognitive Science 43 (12).
A Computational Investigation of Sources of Variability in Sentence Comprehension Difficulty in Aphasia.Paul Mätzig, Shravan Vasishth, Felix Engelmann, David Caplan & Frank Burchert - 2018 - Topics in Cognitive Science 10 (1):161-174.
A Computational Evaluation of Sentence Processing Deficits in Aphasia.Umesh Patil, Sandra Hanne, Frank Burchert, Ria De Bleser & Shravan Vasishth - 2016 - Cognitive Science 40 (1):5-50.
Building an ACT‐R Reader for Eye‐Tracking Corpus Data.Jakub Dotlačil - 2018 - Topics in Cognitive Science 10 (1):144-160.
References found in this work
A theory of reading: From eye fixations to comprehension.Marcel A. Just & Patricia A. Carpenter - 1980 - Psychological Review 87 (4):329-354.
An Integrated Theory of the Mind.John R. Anderson, Daniel Bothell, Michael D. Byrne, Scott Douglass, Christian Lebiere & Yulin Qin - 2004 - Psychological Review 111 (4):1036-1060.
A capacity theory of comprehension: Individual differences in working memory.Marcel A. Just & Patricia A. Carpenter - 1992 - Psychological Review 99 (1):122-149.
An activation‐based model of sentence processing as skilled memory retrieval.Richard L. Lewis & Shravan Vasishth - 2005 - Cognitive Science 29 (3):375-419.