The Acquisition of Chinese Characters : Corpus Analyses and Connectionist Simulations

Empirical evidence has accumulated that regularity and consistency in orthography-to-phonology correspondence both affect the processing and acquisition of Chinese characters, and that they interact with character frequency in complex ways. However, despite growing interests in the Chinese orthography, few previous studies have systematically analyzed these effects on a large scale, or have modeled the acquisition process using connectionist networks. In this study, we set out to analyze a realistic character corpus as learned by children in Chinese elementary school, in order to evaluate the degree to which corpus analysis can inform us of the roles that regularity, consistency, frequency, and their interactions play in children’s acquisition of Chinese characters. We further modeled character acquisition in a selforganizing connectionist network, developing orthographic representations on the basis of our analysis of character properties in a large-scale character corpus. Our model is able to faithfully capture the orthographic similarities of Chinese characters, and moreover, display effects of regularity, consistency, character frequency, and the complex interactions among them, matching up well with available empirical evidence on children’s acquisition of characters during the elementary school years.

[1]  Richard C. Anderson,et al.  Phonetic awareness: Knowledge of orthography–phonology relationships in the character acquisition of Chinese children. , 2000 .

[2]  Charles A. Perfetti,et al.  The time course of graphic, phonological, and semantic activation in Chinese character identification , 1998 .

[3]  C. Perfetti,et al.  Phonological processes in reading Chinese characters. , 1991 .

[4]  Hugh W. Catts,et al.  The Role of Phonological Processing in Early Reading Ability: What We Can Learn From Chinese , 1998 .

[5]  Hua Shu,et al.  Sublexical Processing in Reading Chinese: A Development Study , 1999 .

[6]  Ping Li,et al.  A Self-Organizing Connectionist Model of Character Acquisition in Chinese , 2019, Proceedings of the Twenty-Fourth Annual Conference of the Cognitive Science Society.

[7]  W. Siok,et al.  The role of phonological awareness and visual-orthographic skills in Chinese reading acquisition. , 2001, Developmental psychology.

[8]  Peter Bryant,et al.  Learning to Read Chinese Beyond the Logographic Phase , 1997 .

[9]  R. Glushko The Organization and Activation of Orthographic Knowledge in Reading Aloud. , 1979 .

[10]  S. Hua,et al.  UTILIZING PHONOLOGICAL CUES IN CHINESE CHARACTERS: A DEVELOPMENTAL STUDY , 2000 .

[11]  J. Altarriba,et al.  A Self-Organizing Connectionist Model of Bilingual Processing , 2001 .

[12]  Richard C. Anderson,et al.  Properties of school Chinese: implications for learning to read. , 2003, Child development.

[13]  Ping Li Language Acquisition in a Self-Organising Neural Network Model , 2004 .

[14]  M. Coltheart Lexical access in simple reading tasks , 1978 .

[15]  A. Inhoff,et al.  Learning to Read Chinese: The Development of Metalinguistic Awareness , 1999 .

[16]  Mark S. Seidenberg,et al.  Phonology, reading acquisition, and dyslexia: insights from connectionist models. , 1999, Psychological review.

[17]  Ping Li,et al.  The emergence of competing modules in bilingualism , 2005, Trends in Cognitive Sciences.

[18]  William D. Marslen-Wilson,et al.  The nature of sublexical processing in reading Chinese characters. , 1999 .

[19]  C. Hue Recognition Processes in Character Naming , 1992 .