The Interplay of Cross‐Situational Word Learning and Sentence‐Level Constraints
Cognitive Science 39 (5):849-889 (2015)
Abstract
A variety of mechanisms contribute to word learning. Learners can track co-occurring words and referents across situations in a bottom-up manner. Equally, they can exploit sentential contexts, relying on top–down information such as verb–argument relations and world knowledge, offering immediate constraints on meaning. When combined, CSWL and SLCL potentially modulate each other's influence, revealing how word learners deal with multiple mechanisms simultaneously: Do they use all mechanisms? Prefer one? Is their strategy context dependent? Three experiments conducted with adult learners reveal that learners prioritize SLCL over CSWL. CSWL is applied in addition to SLCL only if SLCL is not perfectly disambiguating, thereby complementing or competing with it. These studies demonstrate the importance of investigating word-learning mechanisms simultaneously, revealing important characteristics of their interaction in more naturalistic learning environmentsDOI
10.1111/cogs.12178
My notes
Similar books and articles
Competitive Processes in Cross‐Situational Word Learning.Daniel Yurovsky, Chen Yu & Linda B. Smith - 2013 - Cognitive Science 37 (5):891-921.
Detailed Behavioral Analysis as a Window Into Cross-Situational Word Learning.Sumarga H. Suanda & Laura L. Namy - 2012 - Cognitive Science 36 (3):545-559.
Retrieval Dynamics and Retention in Cross‐Situational Statistical Word Learning.Haley A. Vlach & Catherine M. Sandhofer - 2014 - Cognitive Science 38 (4):757-774.
Exclusion Constraints Facilitate Statistical Word Learning.Katherine Yoshida, Mijke Rhemtulla & Athena Vouloumanos - 2012 - Cognitive Science 36 (5):933-947.
Effects of Visual Information on Adults' and Infants' Auditory Statistical Learning.Erik D. Thiessen - 2010 - Cognitive Science 34 (6):1093-1106.
Exploring the Robustness of Cross-Situational Learning Under Zipfian Distributions.Paul Vogt - 2012 - Cognitive Science 36 (4):726-739.
Gavagai Is as Gavagai Does: Learning Nouns and Verbs From Cross‐Situational Statistics.Padraic Monaghan, Karen Mattock, Robert A. I. Davies & Alastair C. Smith - 2015 - Cognitive Science 39 (5):1099-1112.
A Probabilistic Computational Model of Cross-Situational Word Learning.Afsaneh Fazly, Afra Alishahi & Suzanne Stevenson - 2010 - Cognitive Science 34 (6):1017-1063.
Cross-Situational Learning: An Experimental Study of Word-Learning Mechanisms.Kenny Smith, Andrew D. M. Smith & Richard A. Blythe - 2011 - Cognitive Science 35 (3):480-498.
Actively Learning Object Names Across Ambiguous Situations.George Kachergis, Chen Yu & Richard M. Shiffrin - 2013 - Topics in Cognitive Science 5 (1):200-213.
Using Variability to Guide Dimensional Weighting: Associative Mechanisms in Early Word Learning.Keith S. Apfelbaum & Bob McMurray - 2011 - Cognitive Science 35 (6):1105-1138.
Looking in the Wrong Direction Correlates With More Accurate Word Learning.Stanka A. Fitneva & Morten H. Christiansen - 2011 - Cognitive Science 35 (2):367-380.
Analytics
Added to PP
2014-09-22
Downloads
23 (#502,397)
6 months
1 (#452,962)
2014-09-22
Downloads
23 (#502,397)
6 months
1 (#452,962)
Historical graph of downloads
Citations of this work
Gavagai Is as Gavagai Does: Learning Nouns and Verbs From Cross‐Situational Statistics.Padraic Monaghan, Karen Mattock, Robert A. I. Davies & Alastair C. Smith - 2015 - Cognitive Science 39 (5):1099-1112.
Cross‐situational Learning From Ambiguous Egocentric Input Is a Continuous Process: Evidence Using the Human Simulation Paradigm.Yayun Zhang, Daniel Yurovsky & Chen Yu - 2021 - Cognitive Science 45 (7):e13010.
References found in this work
Incremental interpretation at verbs: restricting the domain of subsequent reference.Gerry T. M. Altmann & Yuki Kamide - 1999 - Cognition 73 (3):247-264.
Infants rapidly learn word-referent mappings via cross-situational statistics.Linda Smith & Chen Yu - 2008 - Cognition 106 (3):1558-1568.
The kindergarten-path effect: studying on-line sentence processing in young children.John C. Trueswell, Irina Sekerina, Nicole M. Hill & Marian L. Logrip - 1999 - Cognition 73 (2):89-134.
A computational study of cross-situational techniques for learning word-to-meaning mappings.Jeffrey Mark Siskind - 1996 - Cognition 61 (1-2):39-91.