TY - THES A1 - Rabe, Maximilian Michael T1 - Modeling the interaction of sentence processing and eye-movement control in reading T1 - Modellierung der Interaktion von Satzverarbeitung und Blickbewegungskontrolle beim Lesen N2 - The evaluation of process-oriented cognitive theories through time-ordered observations is crucial for the advancement of cognitive science. The findings presented herein integrate insights from research on eye-movement control and sentence comprehension during reading, addressing challenges in modeling time-ordered data, statistical inference, and interindividual variability. Using kernel density estimation and a pseudo-marginal likelihood for fixation durations and locations, a likelihood implementation of the SWIFT model of eye-movement control during reading (Engbert et al., Psychological Review, 112, 2005, pp. 777–813) is proposed. Within the broader framework of data assimilation, Bayesian parameter inference with adaptive Markov Chain Monte Carlo techniques is facilitated for reliable model fitting. Across the different studies, this framework has shown to enable reliable parameter recovery from simulated data and prediction of experimental summary statistics. Despite its complexity, SWIFT can be fitted within a principled Bayesian workflow, capturing interindividual differences and modeling experimental effects on reading across different geometrical alterations of text. Based on these advancements, the integrated dynamical model SEAM is proposed, which combines eye-movement control, a traditionally psychological research area, and post-lexical language processing in the form of cue-based memory retrieval (Lewis & Vasishth, Cognitive Science, 29, 2005, pp. 375–419), typically the purview of psycholinguistics. This proof-of-concept integration marks a significant step forward in natural language comprehension during reading and suggests that the presented methodology can be useful to develop complex cognitive dynamical models that integrate processes at levels of perception, higher cognition, and (oculo-)motor control. These findings collectively advance process-oriented cognitive modeling and highlight the importance of Bayesian inference, individual differences, and interdisciplinary integration for a holistic understanding of reading processes. Implications for theory and methodology, including proposals for model comparison and hierarchical parameter inference, are briefly discussed. N2 - Die Evaluierung prozessorientierter kognitiver Theorien durch zeitlich geordnete Beobachtungen ist ein zentraler Baustein für die Weiterentwicklung der Kognitionswissenschaft. Die hier präsentierten Ergebnisse integrieren Erkenntnisse aus der Forschung zur Blickbewegungskontrolle und zur Satzverarbeitung beim Lesen und gehen dabei auf Herausforderungen bei der Modellierung von zeitlich geordneten Daten, statistischer Inferenz und interindividueller Variabilität ein. Unter Verwendung von Kerndichteschätzung und einer pseudo-marginalen Wahrscheinlichkeitverteilung für Fixationsdauern und -orte wird eine Implementation für die Likelihood des SWIFT-Modells zur Blickbewegungskontrolle beim Lesen (Engbert et al., Psychological Review, 112, 2005, S. 777–813) eingeführt. Im breiteren Kontext der Datenassimilation wird Bayes'sche Parameterinferenz mit adaptiven Markov-Chain-Monte-Carlo-Techniken verwendet, um eine zuverlässige Modellanpassung zu ermöglichen. In verschiedenen Studien hat sich dieser methodische Rahmen als geeignet erwiesen, um zuverlässige Parameterrückgewinnung aus simulierten Daten und Vorhersage experimenteller Zusammenfassungsstatistiken zu ermöglichen. Trotz dessen Komplexität kann SWIFT innerhalb eines fundierten Bayes'schen Workflows angepasst werden und macht daraufhin zuverlässige Vorhersagen für interindividuelle Unterschiede sowie die Modellierung experimenteller Effekte bei verschiedenen geometrischen Änderungen von Text. Basierend auf diesen Fortschritten wird das integrierte dynamische Modell SEAM eingeführt. Dieses kombiniert die Forschungsgebiete der traditionell psychologisch geprägten Blickbewegungskontrolle und der traditionell psycholinguistisch geprägten postlexikalischen Sprachverarbeitung in Form von cue-basiertem Gedächtnisabruf (Lewis & Vasishth, Cognitive Science, 29, 2005, S. 375–419). Der Nachweis der Durchführbarkeit solcher integrativer Modelle stellt einen bedeutenden Fortschritt bei der natürlichen Sprachverarbeitung beim Lesen dar und legt nahe, dass die vorgestellte Methodik nützlich sein kann, um komplexe kognitive dynamische Modelle zu entwickeln, die Prozesse auf den Ebenen der Wahrnehmung, höheren Kognition, und (okulo-)motorischen Kontrolle integrieren. Diese Erkenntnisse fördern insgesamt die prozessorientierte kognitive Modellierung und betonen die Bedeutung der Bayes'schen Inferenz, individueller Unterschiede und interdisziplinärer Integration für ein ganzheitliches Verständnis von Leseprozessen. Implikationen für Theorie und Methodologie, einschließlich Vorschlägen für Modellvergleich und hierarchische Parameterinferenz, werden kurz diskutiert. KW - eye movements KW - dynamical cognitive modeling KW - sequential likelihood KW - psycholinguistics KW - cognitive psychology KW - sentence processing KW - reading KW - Blickbewegungen KW - Dynamische kognitive Modellierung KW - Sequenzielle Likelihood KW - Psycholinguistik KW - Kognitionspsychologie KW - Satzverarbeitung KW - Lesen Y1 - 2024 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:kobv:517-opus4-622792 ER - TY - JOUR A1 - Höhle, Barbara A1 - Fritzsche, Tom A1 - Müller, Anja T1 - Children’s Comprehension of Sentences with Focus Particles and the Role of Cognitive Control BT - An Eye Tracking Study with German-Learning 4-Year-Olds JF - PLoS one N2 - Children’s interpretations of sentences containing focus particles do not seem adult-like until school age. This study investigates how German 4-year-old children comprehend sentences with the focus particle ‘nur’ (only) by using different tasks and controlling for the impact of general cognitive abilities on performance measures. Two sentence types with ‘only’ in either pre-subject or pre-object position were presented. Eye gaze data and verbal responses were collected via the visual world paradigm combined with a sentence-picture verification task. While the eye tracking data revealed an adult-like pattern of focus particle processing, the sentence-picture verification replicated previous findings of poor comprehension, especially for ‘only’ in pre-subject position. A second study focused on the impact of general cognitive abilities on the outcomes of the verification task. Working memory was related to children’s performance in both sentence types whereas inhibitory control was selectively related to the number of errors for sentences with ‘only’ in pre-subject position. These results suggest that children at the age of 4 years have the linguistic competence to correctly interpret sentences with focus particles, which–depending on specific task demands–may be masked by immature general cognitive abilities. KW - eyes KW - sentence processing KW - cognition KW - cognitive linguistics KW - human performance KW - syntax KW - cognitive psychology KW - working memory Y1 - 2016 U6 - https://doi.org/10.1371/journal.pone.0149870 SN - 1932-6203 VL - 11 IS - 3 SP - 1 EP - 27 PB - PLoS CY - Lawrence, Kan. ER - TY - GEN A1 - Höhle, Barbara A1 - Fritzsche, Tom A1 - Müller, Anja T1 - Children’s Comprehension of Sentences with Focus Particles and the Role of Cognitive Control BT - An Eye Tracking Study with German-Learning 4-Year-Olds N2 - Children’s interpretations of sentences containing focus particles do not seem adult-like until school age. This study investigates how German 4-year-old children comprehend sentences with the focus particle ‘nur’ (only) by using different tasks and controlling for the impact of general cognitive abilities on performance measures. Two sentence types with ‘only’ in either pre-subject or pre-object position were presented. Eye gaze data and verbal responses were collected via the visual world paradigm combined with a sentence-picture verification task. While the eye tracking data revealed an adult-like pattern of focus particle processing, the sentence-picture verification replicated previous findings of poor comprehension, especially for ‘only’ in pre-subject position. A second study focused on the impact of general cognitive abilities on the outcomes of the verification task. Working memory was related to children’s performance in both sentence types whereas inhibitory control was selectively related to the number of errors for sentences with ‘only’ in pre-subject position. These results suggest that children at the age of 4 years have the linguistic competence to correctly interpret sentences with focus particles, which–depending on specific task demands–may be masked by immature general cognitive abilities. T3 - Zweitveröffentlichungen der Universität Potsdam : Humanwissenschaftliche Reihe - 287 KW - cognition KW - cognitive linguistics KW - cognitive psychology KW - eyes KW - human performance KW - sentence processing KW - syntax KW - working memory Y1 - 2016 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:kobv:517-opus4-90524 ER -