An amorphous model for morphological processing in visual comprehension based on naive discriminative learning

Research output: Contribution to journalArticle

Authors

  • R Harald Baayen
  • Petar Milin
  • Dušica Filipović Đurđević
  • Peter Hendrix
  • Marco Marelli

Colleges, School and Institutes

External organisations

  • Department of Linguistics, Stanford University
  • Department of Psychology, University of Milano-Bicocca.
  • Department of Psychology, University of Novi Sad.

Abstract

A 2-layer symbolic network model based on the equilibrium equations of the Rescorla-Wagner model (Danks, 2003) is proposed. The study first presents 2 experiments in Serbian, which reveal for sentential reading the inflectional paradigmatic effects previously observed by Milin, Filipović Đurđević, and Moscoso del Prado Martín (2009) for unprimed lexical decision. The empirical results are successfully modeled without having to assume separate representations for inflections or data structures such as inflectional paradigms. In the next step, the same naive discriminative learning approach is pitted against a wide range of effects documented in the morphological processing literature. Frequency effects for complex words as well as for phrases (Arnon & Snider, 2010) emerge in the model without the presence of whole-word or whole-phrase representations. Family size effects (Moscoso del Prado Martín, Bertram, Häikiö, Schreuder, & Baayen, 2004; Schreuder & Baayen, 1997) emerge in the simulations across simple words, derived words, and compounds, without derived words or compounds being represented as such. It is shown that for pseudo-derived words no special morpho-orthographic segmentation mechanism, as posited by Rastle, Davis, and New (2004), is required. The model also replicates the finding of Plag and Baayen (2009) that, on average, words with more productive affixes elicit longer response latencies; at the same time, it predicts that productive affixes afford faster response latencies for new words. English phrasal paradigmatic effects modulating isolated word reading are reported and modeled, showing that the paradigmatic effects characterizing Serbian case inflection have crosslinguistic scope.

Details

Original languageEnglish
Pages (from-to)438-481
Number of pages44
JournalPsychological Review
Volume118
Issue number3
Publication statusPublished - Jul 2011

Keywords

  • Comprehension, Contingent Negative Variation, Cues, Discrimination Learning, Female, Humans, Male, Models, Psychological, Phonetics, Psycholinguistics, Verbal Learning, Visual Perception