A Large-Scale Study of the Effects of Word Frequency and Predictability in Naturalistic Reading

被引:0
作者
Shain, Cory [1 ]
机构
[1] Ohio State Univ, Dept Linguist, Columbus, OH 43210 USA
来源
2019 CONFERENCE OF THE NORTH AMERICAN CHAPTER OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS: HUMAN LANGUAGE TECHNOLOGIES (NAACL HLT 2019), VOL. 1 | 2019年
基金
美国国家科学基金会;
关键词
EYE-MOVEMENTS; RECOGNITION; PERCEPTION; FIXATIONS; READER; MODEL; TIME;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A number of psycholinguistic studies have factorially manipulated words' contextual predictabilities and corpus frequencies and shown separable effects of each on measures of human sentence processing, a pattern which has been used to support distinct mechanisms underlying prediction on the one hand and lexical retrieval on the other. This paper examines the generalizability of this finding to more realistic conditions of sentence processing by studying effects of frequency and predictability in three large-scale naturalistic reading corpora. Results show significant effects of word frequency and predictability in isolation but no effect of frequency over and above predictability, and thus do not provide evidence of distinct mechanisms. The non-replication of separable effects in a naturalistic setting raises doubts about the existence of such a distinction in everyday sentence comprehension. Instead, these results are consistent with previous claims that apparent effects of frequency are underlyingly effects of predictability.
引用
收藏
页码:4086 / 4094
页数:9
相关论文
共 54 条
[1]  
[Anonymous], 2018, EMNLP
[2]   Eye movements of highly skilled and average readers: Differential effects of frequency and predictability [J].
Ashby, J ;
Rayner, K ;
Clifton, C .
QUARTERLY JOURNAL OF EXPERIMENTAL PSYCHOLOGY SECTION A-HUMAN EXPERIMENTAL PSYCHOLOGY, 2005, 58 (06) :1065-1086
[3]   The cave of shadows: Addressing the human factor with generalized additive mixed models [J].
Baayen, Harald ;
Vasishth, Shravan ;
Kliegl, Reinhold ;
Bates, Douglas .
JOURNAL OF MEMORY AND LANGUAGE, 2017, 94 :206-234
[4]  
Baayen RH, 2018, QUANT METH HUMAN SOC, P49, DOI 10.1007/978-3-319-69830-4_4
[5]   Fitting Linear Mixed-Effects Models Using lme4 [J].
Bates, Douglas ;
Maechler, Martin ;
Bolker, Benjamin M. ;
Walker, Steven C. .
JOURNAL OF STATISTICAL SOFTWARE, 2015, 67 (01) :1-48
[6]  
Blank Idan, 2017, J NEUROSCIENCE, P3616
[7]   Prediction, cognition and the brain [J].
Bubic, Andreja ;
von Cramon, D. Yves ;
Schubotz, Ricarda I. .
FRONTIERS IN HUMAN NEUROSCIENCE, 2010, 4
[8]   Language-related domain-specific and domain-general systems in the human brain [J].
Campbell, Karen L. ;
Tyler, Lorraine K. .
CURRENT OPINION IN BEHAVIORAL SCIENCES, 2018, 21 :132-137
[9]   DRC: A dual route cascaded model of visual word recognition and reading aloud [J].
Coltheart, M ;
Rastle, K ;
Perry, C ;
Langdon, R ;
Ziegler, J .
PSYCHOLOGICAL REVIEW, 2001, 108 (01) :204-256
[10]   Data from eye-tracking corpora as evidence for theories of syntactic processing complexity [J].
Demberg, Vera ;
Keller, Frank .
COGNITION, 2008, 109 (02) :193-210