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Word Frequency Dominance and L2 Word Recognition/VocabatTokyo

Yu Tamura
September 12, 2016

Word Frequency Dominance and L2 Word Recognition/VocabatTokyo

Tamura, Y., Morita, M., & Nishimura, Y. (2016). Word frequency dominance and L2 word recognition in English. Paper presented at [email protected], Meiji Gakuin University, Tokyo, Japan.

Yu Tamura

September 12, 2016
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  1. Word Frequency
    Dominance and L2
    Word Recognition
    September 12, 2016
    [email protected]
    Meiji Gakuin University, Tokyo, Japan
    1

    View Slide

  2. Overview
    • Introduction
    • Background
    • The Present Study
    • Results
    • Discussion
    • Conclusion
    2

    View Slide

  3. Yu TAMURA
    (Nagoya University)
    Mitsuhiro MORITA
    (Hiroshima University)
    Yoshito NISHIMURA
    (Nagoya University)
    3

    View Slide

  4. Overview
    • Introduction
    • Background
    • The Present Study
    • Results
    • Discussion
    • Conclusion
    4

    View Slide

  5. • Morphology
    • Inflectional morphology
    • -ed, -ing, 3rd-person -s, plural -s, -er
    • Derivational morphology
    • prefix
    • pre- (e.g., precondition), dis- (e.g.,
    disagree)
    • suffix
    • -able (e.g., wearable), -ish (e.g., boyish)
    Introduction
    5
    Morphological Processing

    View Slide

  6. • Morphology
    • Inflectional morphology
    • -ed, -ing, 3rd-person -s, plural -s, -er
    • Derivational morphology
    • prefix
    • pre- (e.g., precondition), dis- (e.g.,
    disagree)
    • suffix
    • -able (e.g., wearable), -ish (e.g., boyish)
    Introduction
    6
    Morphological Processing

    View Slide

  7. • Morphology
    • Inflectional morphology
    • -ed, -ing, 3rd-person -s, plural -s, -er
    • Derivational morphology
    • prefix
    • pre- (e.g., precondition), dis- (e.g.,
    disagree)
    • suffix
    • -able (e.g., wearable), -ish (e.g., boyish)
    Introduction
    7
    Morphological Processing

    View Slide

  8. • Recognition process
    • Visual word recognition
    • How morphology is processed in reading
    • Auditory word recognition
    • How morphology is processed in listening
    Introduction
    8
    Morphological Processing

    View Slide

  9. • Recognition process
    • Visual word recognition
    • How morphology is processed in reading
    • Auditory word recognition
    • How morphology is processed in listening
    Introduction
    9
    Morphological Processing

    View Slide

  10. Findings of This Study
    • No evidence of direct access to the inflected
    (plural) forms -> Morphological decomposition
    10
    Introduction

    View Slide

  11. Overview
    • Introduction
    • Background
    • The Present Study
    • Results
    • Discussion
    • Conclusion
    11

    View Slide

  12. Overview
    • Introduction
    • Background
    • The Present Study
    • Results
    • Discussion
    • Conclusion
    12

    View Slide

  13. • The more frequent, the faster
    • Three positions of the morphological processing
    mechanism
    • Full-form storage model (e.g., Sereno &
    Jongman, 1997)
    • Obligatory decomposition (e.g., Taft, 2004)
    • Dual-route model (e.g., Baayen, Dijkstra, &
    Schreuder, 1997)
    Background
    13
    Frequency Effects

    View Slide

  14. • The more frequent, the faster processing
    • Three positions of the morphological processing
    mechanism
    • Full-form storage model (e.g., Sereno &
    Jongman, 1997)
    • Obligatory decomposition (e.g., Taft, 2004)
    • Dual-route model (e.g., Baayen, Dijkstra, &
    Schreuder, 1997)
    Background
    14
    Frequency Effects

    View Slide

  15. • Full-form storage model (e.g., Sereno &
    Jongman, 1997)
    • Base forms and inflected forms
    • stored separately
    • show frequency effects
    Background
    15
    Frequency Effects
    rule rules
    rule rules

    View Slide

  16. • The more frequent, the faster processing
    • Three positions of the morphological processing
    mechanism
    • Full-form storage model (e.g.,Sereno &
    Jongman, 1997)
    • Obligatory decomposition (e.g., Taft, 2004)
    • Dual-route model (e.g., Baayen, Dijkstra, &
    Schreuder, 1997)
    Background
    16
    Frequency Effects

    View Slide

  17. • Obligatory decomposition (e.g., Taft, 2004)
    • Inflected forms
    • are always decomposed
    • do not show frequency effects
    Background
    17
    Frequency Effects
    rule rules
    rule rules

    View Slide

  18. • The more frequent, the faster processing
    • Three positions of the morphological processing
    mechanism
    • Full-form storage model (e.g., Sereno &
    Jongman, 1997)
    • Obligatory decomposition (e.g., Taft, 2004)
    • Dual-route model (e.g., Baayen, Dijkstra, &
    Schreuder, 1997)
    Background
    18
    Frequency Effects

    View Slide

  19. • Dual-route model (e.g., Baayen, Dijkstra, &
    Schreuder, 1997)
    • Frequently occurred inflected forms
    • are processed as a whole
    • show frequency effects
    Background
    19
    Frequency Effects
    kid kids
    kid kids
    rule rules
    rule rules
    High frequent inflected forms
    Low frequent inflected forms
    faster

    View Slide

  20. • Frequency difference between base forms and
    inflected forms
    • Singular-dominant nouns
    • Singular (base) forms > plural (inflected) forms
    • e.g., ball, box
    • Plural-dominant nouns
    • Plural (inflected) forms > singular forms (base)
    • e.g., kids, tears
    Background
    20
    Frequency Dominance

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  21. • Baayen et al. (1997)
    • Dutch
    • No Reaction Time (RT) difference between
    • Plural dominant plurals and plural dominant
    singulars
    • Highly frequent inflected forms would not be
    decomposed but processed as a whole
    • Support dual-route model
    • New et al. (2004)
    • French and English
    • Support Baayen et al. (1997)
    Background
    21
    Frequency Dominance

    View Slide

  22. • Morita (2007)
    • Investigated whether the frequency of the
    inflected words would affect the processing of the
    base forms
    • Cumulative frequency (sg + pl) predicts the
    lexical decision time for native speakers of
    English
    • -> dual-route or decomposition
    • Surface frequency (sg only) predicts the lexical
    decision time for Japanese L2 learners of English
    • -> full-form strage?
    Background
    22
    Frequency Dominance

    View Slide

  23. • How do L2 learners of English process and represent
    regularly inflected words?
    • Hypothesis
    • If…
    • frequent inflected forms < infrequent base forms
    -> highly frequent inflected forms are processed as
    a whole
    • frequent inflected forms > infrequent base forms
    -> inflected words are decomposed
    • frequent inflected forms > infrequent inflected forms
    -> frequency of the base forms matter
    Background
    23
    Research Questions

    View Slide

  24. Overview
    • Introduction
    • Background
    • The Present Study
    • Results
    • Discussion
    • Conclusion
    24

    View Slide

  25. Overview
    • Introduction
    • Background
    • The Present Study
    • Results
    • Discussion
    • Conclusion
    25

    View Slide

  26. • 72 Japanese undergraduate students
    Table 1. Descriptive statistics of the TOEIC score
    The Present Study
    26
    Participants
    N M SD Min Max
    TOEIC
    score
    72 575.42 104.19 325 800

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  27. 1. Frequency list of nouns (both singular and plural
    forms) from British National Corpus (BNC)
    2. 18 words which double or triple in frequency of
    singular form compared to plural form -> singular-
    dominant words
    The Present Study
    27
    Stimuli

    View Slide

  28. 3. 18 words which double or triple in frequency of
    plural form compared to singular form -> plural
    dominant words
    4. 18 words whose frequency of singular and
    plural form was almost same. -> control words
    The Present Study
    28
    Stimuli

    View Slide

  29. • The cumulative frequency (sg + pl) was
    controlled among the three groups
    Table 2. Mean Frequency and SD in Parentheses
    The Present Study
    29
    Stimuli
    k singular plural base
    sg-domminant 18
    69.865
    (25.849)
    21.684
    (10.931)
    91.549
    (34.342)
    pl-dominant 18
    22.571
    (18.661)
    69.898
    (43.345)
    92.469
    (59.779)
    control 18
    47.064
    (23.202)
    43.893
    (24.664)
    90.958
    (46.185)
    Note. frequency is based on per million

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  30. The Present Study
    30
    Stimuli
    Table 3. List of Test Items
    singular-dominant plural-dominant control
    concept image parent proceeding topic element
    film ball pound kid rabbit trend
    science target standard tear bone secret
    jacket video pupil resident store lesson
    box hat individual finding principle firm
    colour map detail critic horse step
    bar context relation boot rule drug
    network station resource participant function sport
    college tower skill chemical plant document

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  31. • Judge whether the target words were real
    English words or not
    • 54 test items (18*3) presented either in
    singular or plural form
    • Carefully counterbalanced
    • The same number of filler items were included
    The Present Study
    31
    Lexical Decision Task

    View Slide

  32. • Incorrect responses removed (6.6%)
    • Outliers (M+3SD and RT below 200ms) removed (1.4%)
    • Generalized linear mixed-effect model (GLMM)
    • Response variable
    • Raw RT
    • Explanatory variable
    • Presentation (2 levels)
    • singular or plural
    • Frequency dominance (3 levels)
    • sg-dominant, pl-dominant, control
    • Post-hoc multiple comparison
    The Present Study
    32
    Analysis

    View Slide

  33. Overview
    • Introduction
    • Background
    • The Present Study
    • Results
    • Discussion
    • Conclusion
    33

    View Slide

  34. Overview
    • Introduction
    • Background
    • The Present Study
    • Results
    • Discussion
    • Conclusion
    34

    View Slide

  35. 35
    Reaction Time
    Results
    k M SD
    95%CI
    LL UL
    sg-domminant
    pl 9 838 246 818 858
    sg 9 765 232 747 783
    pl-dominant
    pl 9 922 324 896 949
    sg 9 857 288 834 880
    control
    pl 9 824 280 802 846
    sg 9 719 212 702 735
    Table 4.
    Descriptive Statistics of Reaction Time (ms)
    Note. N = 72. CI= Confidence Interval; LL = lower limit; UL = upper limit

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  36. Results
    36
    Note. Error bar represents 95%CI

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  37. Results
    37
    Note. Error bar represents 95%CI
    Significant differences

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  38. Results
    38
    Note. Error bar represents 95%CI

    View Slide

  39. Results
    39
    Note. Error bar represents 95%CI
    Significant differences
    No significant differences

    View Slide

  40. Overview
    • Introduction
    • Background
    • The Present Study
    • Results
    • Discussion
    • Conclusion
    40

    View Slide

  41. Overview
    • Introduction
    • Background
    • The Present Study
    • Results
    • Discussion
    • Conclusion
    41

    View Slide

  42. • Singular forms judged faster than plural forms
    irrespective of the frequency dominance
    • Singular forms
    • sg-dominant = control < pl-dominant
    • Plural forms
    • sg-dominant = control < pl-dominant
    Discussion
    42
    Summary of the Results

    View Slide

  43. • Singular forms judged faster than plural forms
    irrespective of the frequency dominance
    • Singular forms
    • sg-dominant = control < pl-dominant
    • Plural forms
    • sg-dominant = control < pl-dominant
    Discussion
    43
    Summary of the Results

    View Slide

  44. • Singular forms judged faster than plural forms
    irrespective of the frequency dominance
    • Pl-dominant plurals did not show frequency
    advantage
    • L2 learners always decompose plural
    inflections
    Discussion
    44
    Morphological Processing

    View Slide

  45. • Singular forms judged faster than plural forms
    irrespective of the frequency dominance
    • Singular forms
    • sg-dominant = control < pl-dominant
    • Plural forms
    • sg-dominant = control < pl-dominant
    Discussion
    45
    Summary of the Results

    View Slide

  46. • Singular forms
    • sg-dominant = control < pl-dominant
    • Surface frequency advantage was only found
    between sg-dominant and pl-dominant
    • No clear evidence of the surface frequency effect
    • Frequency of the inflected forms had no effect on
    the RT for the base forms
    Discussion
    46
    Morphological Processing

    View Slide

  47. • Singular forms judged faster than plural forms
    irrespective of the frequency dominance
    • Singular forms
    • sg-dominant = control < pl-dominant
    • Plural forms
    • sg-dominant = control < pl-dominant
    Discussion
    47
    Summary of the Results

    View Slide

  48. • Plural forms
    • sg-dominant = control < pl-dominant
    • No frequency advantage for pl-dominant plurals
    • No evidence of direct access to the plural forms
    • High frequency inflected words were decomposed
    • Access latency for inflected forms might be
    affected by base form frequency
    Discussion
    48
    Morphological Processing

    View Slide

  49. • The experiment only focused on the surface
    frequency (cumulative frequency was controlled)
    • The results were entirely on the basis of lexical
    decision task
    -> priming task etc. might be needed
    Discussion
    49
    Limitations

    View Slide

  50. Overview
    • Introduction
    • Background
    • The Present Study
    • Results
    • Discussion
    • Conclusion
    50

    View Slide

  51. Overview
    • Introduction
    • Background
    • The Present Study
    • Results
    • Discussion
    • Conclusion
    51

    View Slide

  52. • How do L2 learners of English process and
    represent regularly inflected words?
    • They decompose the inflected words
    irrespective of frequency dominance
    -> Obligatory decomposition?
    • No RT difference between control words and
    sg-dominant words
    • There still remains the possibility that L2
    learners access abstract lexical entries which
    include both singular and plural forms
    Conclusion
    52

    View Slide

  53. Word Frequency Dominance and L2
    Word Recognition
    contact info
    Yu Tamura
    Nagoya University
    [email protected]
    http://www.tamurayu.wordpress.com/
    53
    • Base form frequency seems to
    matter
    • Inflected words always
    decomposed
    • L2 learners access abstract
    lexical entries (sg + pl forms)

    View Slide

  54. Baayen, R. H., Lieber, R., & Schreuder, R. (1997). The morphological complexity
    of simplex nouns. Linguistics, 35, 861–877. doi:10.1515/ling.1997.35.5.861
    Morita, M. (2007) nihonjin eigo gakusyusya no meishi tansuukei ninshiki niokeru
    hinndo kouka: hyousou hindo to ruiseki hindo. [Frequency effects on
    recognition of singular nouns by Japanese learners of English: Surface
    frequency and cumulative frequency]. Bulletin of the Graduate School of
    Social & Cultural Systems at Yamagata University, 4, 9–19.
    New, B., Brysbaert, M., Segui, J., Ferrand, L., & Rastle, K. (2004). The
    processing of singular and plural nouns in French and English. Journal of
    Memory and Language, 51, 568–585.
    Sereno, J. A., & Jongman, A. (1997). Processing of English inflectional
    morphology. Memory & Cognition, 25, 425–437. doi:10.3758/BF03201119
    Taft, M. (2004). Morphological decomposition and the reverse base frequency
    effect. The Quarterly Journal of Experimental Psychology. A, Human
    Experimental Psychology, 57, 745–765.
    References
    54

    View Slide

  55. 55
    GLMM
    Results
    Note. Number of observation = 3581. N = 72; K = 54.
    Dominance: 1 = control, 2 = pl-dominant, 3 = sg-dominant
    Random effects
    Fixed effects By Subject By Items
    Parameters Estima
    te
    SE t p SD SD
    Intercept 925.32 23.12 40.03 <.001 67.18 52.15
    Dominance2-1,3 85.87 23.60 3.64 <.001 — —
    Dominance3-1,2 -27.10 20.92 -1.29 .195 — —
    Presentation1-2 -70.23 5.57 -12.62 <.001 — —
    Dom2-1,3:Pres 8.39 14.30 0.59 .557
    Dom3-1,2:Pres -23.317 12.06 -1.93 .053 — —

    View Slide

  56. 56
    Post-hoc Multiple Comparison
    Results
    Dominance Estimate SE z p
    control 65.26 9.16 7.12 <.0001
    pl-dominant 56.87 10.85 5.24 <.0001
    sg-dominant 88.57 8.52 10.39 <.0001
    Simple main-effect of presentation (pl vs sg)

    View Slide

  57. 57
    Post-hoc Multiple Comparison
    Results
    Presentation comparison Estimate SE z p
    plural
    ctrl - pl -81.68 24.56 -3.33 .003
    ctrl - sg 15.44 21.65 0.71 .756
    pl - sg 97.12 30.64 3.17 .004
    singular
    ctrl - pl -90.06 24.76 -3.64 <.001
    ctrl - sg 38.76 21.90 1.77 .179
    pl - sg 88.57 8.52 10.39 <.001
    Simple main-effect of frequency dominance

    View Slide