Language Usage and Second Language Morphosyntax: Effects of Availability, Reliability, and Formulaicity
Open accessAbstract
A large body of psycholinguistic research demonstrates that both language processing and language acquisition are sensitive to the distributions of linguistic constructions in usage. Here we investigate how statistical distributions at different linguistic levels – morphological and lexical (Experiments 1 and 2), and phrasal (Experiment 2) – contribute to the ease with which morphosyntax is processed and produced by second language learners. We analyze Chinese ESL learners’ knowledge of four English inflectional morphemes:-ed,-ing, and third-person-son verbs, and plural-son nouns. In Elicited Imitation Tasks, participants listened to length- and difficulty-matched sentences each containing one target morpheme and typed the whole sentence as accurately as they could after a short delay. Experiment 1 investigated lexical and morphemic levels, testing the hypotheses that a morpheme is expected to be more easily processed when it is (1) highlyavailable(i.e., occurring in frequent word-forms), and (2) highlyreliable(i.e., occurring in lemma words that are consistently conjugated in the form containing this morpheme). Thirty sentences were made for each morpheme, divided into three Availability-Reliability Distribution (ARD) groups on the basis of corpus analysis in the Corpus of Contemporary American English (COCA; Davies, 2008 -): 10 target words high in availability, 10 high in reliability, and 10 low in both reliability and availability. Responses were scored on whether the target morpheme was accurately reproduced given the provision of the correct lemma. A generalized linear mixed-effects logit model (GLMM) revealed fixed effects of morpheme type, availability, and reliability on the accuracy of morpheme provision. There were no effects of lemma frequency. Experiment 2 successfully replicated these results and extended the investigation to explore phrasal formulaicity by manipulating the frequency of the four-word strings in which the morpheme was embedded. GLMMs replicated the effects of word-form availability and reliability and additionally revealed independentphrase-superiority effectswhere morphemes were better reproduced in contexts of higher string-frequency. Taken together, these findings demonstrate that morpheme acquisition reflects the distributional properties of learners’ experience and the mappings therein between lexis, morphology, phraseology, and semantics. These conclusions support an emergentist view of the statistical symbolic learning of morphology where language acquisition involves the satisfaction of competing constraints across multiple grain-sizes of units.
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In Guo and Ellis's (2021) two experiments, there were no effects of lemma frequency.
“3. there were no effects of lemma frequency;”
From Effects of Availability, Contingency, and Formulaicity on the Accuracy of English Grammatical Morphemes in Second Language Writing (2022) · cites this paper as Guo and Ellis (2021)
Experiment 1 Results report that lemma frequency was not a significant predictor of morpheme-production accuracy (p = 0.97). Experiment 2 Results list the predictors tested but do not report a separate lemma-frequency test, so our copy does not establish that this finding held in both experiments. (LLM, conf=0.84)
Experimental — accuracy not yet measuredThe recognition and preservation of the correct form of target words in EIT is influenced by the forces of availability, contingency, and formulaicity.
“and likewise here too the recognition and preservation of the correct form of target words in EIT is influenced by the forces of availability, contingency, and formulaicity.”
From Effects of Availability, Contingency, and Formulaicity on the Accuracy of English Grammatical Morphemes in Second Language Writing (2022) · cites this paper as Guo and Ellis (2021)
The Experiment 1 process analysis says recognition and preservation of correct target-word forms in EIT are *likely* influenced by availability, reliability, and formulaicity. The Introduction explains that measuring reliability entails estimating contingency, and the Conclusion reports EIT effects for all three factors. The claim is close in substance but states the proposed effect on recognition and preservation as a fact rather than a likelihood. (LLM, conf=0.85)
Experimental — accuracy not yet measuredIn Guo and Ellis's (2021) two experiments, reliability (contingency) had highly significant effects on the accuracy of provision, particularly of plural -s, third-person present-tense -s, and progressive -ing.
“1. there were highly significant effects of reliability (i.e., contingency) on the accuracy of provision (particularly of plural -s, third-person present-tense -s, and progressive -ing);”
From Effects of Availability, Contingency, and Formulaicity on the Accuracy of English Grammatical Morphemes in Second Language Writing (2022) · cites this paper as Guo and Ellis (2021)
In the Experiment 1 and Experiment 2 Results, reliability was a highly significant overall predictor of provision accuracy in both experiments (p = 0.000). The morpheme-specific claim needs qualification: Experiment 1 found a significant effect for plural -s, a marginal effect for third-person -s, and no significant effect for progressive -ing. Experiment 2 found significant effects for all three, although the progressive -ing effect was p = 0.047. (LLM, conf=0.88)
Experimental — accuracy not yet measuredThe perception and comprehension encoding stages involve three parts: (a) taking word-forms into an auditory/lexical buffer, (b) linking lexical items syntactically, and (c) constructing a meaningful interpretation of the sentence.
“The perception and comprehension encoding stages involve three parts: (a) taking word-forms into an auditory/lexical buffer, (b) linking lexical items syntactically, and (c) constructing a meaningful interpretation of the sentence.”
From Effects of Availability, Contingency, and Formulaicity on the Accuracy of English Grammatical Morphemes in Second Language Writing (2022) · cites this paper as Guo and Ellis (2021)
The Experiment 1 section, “A Process Analysis of EIT as It Relates to Morpheme Production,” lists all three parts almost verbatim. It specifies that this account concerns the perception and comprehension encoding stages *in EIT*; the citing sentence omits that task-specific qualification. (LLM, conf=0.85)
Experimental — accuracy not yet measuredGuo and Ellis (2021) simply replaced pronoun contexts with proper-noun contexts, a blunt instrument that would have caused large reductions in formulaicity however it was measured.
“Guo and Ellis (2021) simply replaced pronoun contexts with proper-noun contexts, a blunt instrument that would have caused large reductions in formulaicity however it was measured.”
From Effects of Availability, Contingency, and Formulaicity on the Accuracy of English Grammatical Morphemes in Second Language Writing (2022) · cites this paper as Guo and Ellis (2021)
Experiment 2’s Method (page unavailable) says the authors replaced pronouns with person names for the three verbal morphemes, and the resulting four-word strings typically had a corpus frequency of zero. But for noun plurals they inserted adjectives instead. The paper supports a large reduction in its four-word string-frequency measure, not the claim that the replacement was the entire manipulation or would reduce formulaicity however measured. (LLM, conf=0.88)
Experimental — accuracy not yet measured
In Guo and Ellis's (2021) two experiments, effects of reliability (but not frequency) were greater at lower levels of proficiency.
“4. effects of reliability (but not frequency) were greater at lower levels of proficiency;”
From Effects of Availability, Contingency, and Formulaicity on the Accuracy of English Grammatical Morphemes in Second Language Writing (2022) · cites this paper as Guo and Ellis (2021)
The analysis of a large-scale learner corpus of L2 writing allowed the current study to target a greater number and range of words and learners than Guo and Ellis (2021).
“The analysis of a large-scale corpus allowed us to target a greater number and range of words and learners, leading to a study with a larger scope and a more fine-grained picture of the effects of relevant factors than those of the Guo and Ellis study.”
From Effects of Availability, Contingency, and Formulaicity on the Accuracy of English Grammatical Morphemes in Second Language Writing (2022) · cites this paper as Guo and Ellis (2021)
The experimental nature of Guo and Ellis's (2021) study limited its scope for the numbers of learners and words targeted.
“Whereas this study was certainly informative, its experimental nature nevertheless limited its scope for the numbers of learners and words targeted.”
From Effects of Availability, Contingency, and Formulaicity on the Accuracy of English Grammatical Morphemes in Second Language Writing (2022) · cites this paper as Guo and Ellis (2021)
The current study has a larger scope and a more fine-grained picture of the effects of relevant factors than Guo and Ellis (2021).
“The analysis of a large-scale corpus allowed us to target a greater number and range of words and learners, leading to a study with a larger scope and a more fine-grained picture of the effects of relevant factors than those of the Guo and Ellis study.”
From Effects of Availability, Contingency, and Formulaicity on the Accuracy of English Grammatical Morphemes in Second Language Writing (2022) · cites this paper as Guo and Ellis (2021)
In Guo and Ellis's (2021) two experiments, word-form frequency had smaller but significant effects, particularly on plural -s and third-person present-tense -s.
“2. word-form frequency had smaller but significant effects particularly on plural -s and third-person present-tense -s;”
From Effects of Availability, Contingency, and Formulaicity on the Accuracy of English Grammatical Morphemes in Second Language Writing (2022) · cites this paper as Guo and Ellis (2021)
In Guo and Ellis's (2021) Experiment 2, higher frequency 4-word strings were associated with increased accuracy of production of the morphemes embedded therein (phrase-superiority effects).
“5. Experiment 2 also demonstrated phrase-superiority effects whereby higher frequency 4-word strings were associated with increased accuracy of production of the morphemes embedded therein.”
From Effects of Availability, Contingency, and Formulaicity on the Accuracy of English Grammatical Morphemes in Second Language Writing (2022) · cites this paper as Guo and Ellis (2021)
Some of the findings of this study replicate those of Guo and Ellis (2021), while some do not.
“Some of these findings replicate those of Guo and Ellis (2021), who investigated these effects in an EIT; some do not.”
From Effects of Availability, Contingency, and Formulaicity on the Accuracy of English Grammatical Morphemes in Second Language Writing (2022) · cites this paper as Guo and Ellis (2021)
EITs require accurate online perception of an inflected word form with little contextual support and subsequent accurate reproduction for the inflected word, albeit in writing in Guo and Ellis (2021).
“EITs require accurate online perception of an inflected word form with little contextual support and subsequent accurate reproduction for the inflected word, albeit in writing in Guo and Ellis (2021).”
From Effects of Availability, Contingency, and Formulaicity on the Accuracy of English Grammatical Morphemes in Second Language Writing (2022) · cites this paper as Guo and Ellis (2021)
Previous usage-based research, including Guo and Ellis (2021) using an EIT, had shown effects of formulaicity on language acquisition and processing.
“previous usagebased research had shown general effects of formulaicity on language acquisition and processing (e.g., Bannard & Matthews, 2008) and, more specifically, the results of Guo and Ellis (2021) using an EIT.”
From Effects of Availability, Contingency, and Formulaicity on the Accuracy of English Grammatical Morphemes in Second Language Writing (2022) · cites this paper as Guo and Ellis (2021)
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Cites
Formulaic Language and the Lexicon
Wray, A. (2002) · doi:10.1017/cbo9780511519772 · Cited by 2,873 · see citing works
Ellis, N. C. (2002) · Studies in Second Language Acquisition · doi:10.1017/s0272263102002024 · Cited by 2,230 · cited 1× · see citing works
“…learners are sensitive to the frequency of linguistic cues across a wide range of linguistic domains and levels of representation, including phonology and phonotactics, lexis, reading and spelling, morphosyntax, sentence comprehension, etc. (Bybee and Hopper, 2001; Ellis, 2002; Bod et al., 2003).”
BackgroundSelf-citationIf you look at …: Lexical Bundles in University Teaching and Textbooks
Biber, D. (2004) · Applied Linguistics · doi:10.1093/applin/25.3.371 · Cited by 1,539 · cited 1× · see citing works
“…frequency because it is the most basic and widely used metric for formulaic language, multi-word expressions, and lexical bundles (Wray, 2002; Biber, 2004; Gries and Ellis, 2015). tasks (Bod, 2001; Jiang and Nekrasova, 2007; Arnon and Snider, 2010), high frequency phrasal constituents or…”
BackgroundPerceptual recognition as a function of meaningfulness of stimulus material
Reicher, G. M. (1969) · Journal of Experimental Psychology · doi:10.1037/h0027768 · Cited by 1,252 · see citing works
More than words: Frequency effects for multi-word phrases
Arnon, I., & Snider, N. (2010) · Journal of Memory and Language · doi:10.1016/j.jml.2009.09.005 · Cited by 791 · see citing works
The ubiquity of frequency effects in first language acquisition
AMBRIDGE, B., KIDD, E., ROWLAND, C. F., & THEAKSTON, A. L. (2015) · Journal of Child Language · doi:10.1017/s030500091400049x · Cited by 589 · see citing works
Children's First Word Combinations
Braine, M. D. S., & Bowerman, M. (1976) · Monographs of the Society for Research in Child Development · doi:10.2307/1165959 · Cited by 538 · cited 2× · see citing works
“High-frequency slot-and-frame patterns (Braine, 1976) or frames (Mintz, 2003) can strongly constrain the nature of the slot-filler, e.”
BackgroundDistributional Information: A Powerful Cue for Acquiring Syntactic Categories
Redington, M., Chater, N., & Finch, S. (1998) · Cognitive Science · doi:10.1207/s15516709cog2204_2 · Cited by 535 · see citing works
Marchman, V. A., Wulfeck, B., & Weismer, S. E. (1999) · Journal of Speech, Language, and Hearing Research · doi:10.1044/jslhr.4201.206 · Cited by 233 · see citing works
Applying the Competition Model to bilingualism
Macwhinney, B. (1987) · Applied Psycholinguistics · doi:10.1017/s0142716400000357 · Cited by 142 · see citing works
Lexical Priming and Sound-to-Spelling Contingency Effects in Nonword Spelling
Barry, C., & Seymour, P. H. K. (1988) · The Quarterly Journal of Experimental Psychology Section A · doi:10.1080/14640748808402280 · Cited by 134 · see citing works
Matthews, D. E., & Theakston, A. L. (2006) · Cognitive Science · doi:10.1207/s15516709cog0000_66 · Cited by 64 · see citing works
Can L2 learners productively use Japanese tense-aspect markers? A usage-based approach
Sugaya, N., & Shirai, Y. (2009) · Typological Studies in Language · doi:10.1075/tsl.83.10sug · Cited by 9 · see citing works
Flagged first, then by citations
Research works printed but not linked: 86
- Andersen R. W. (1984). The one-to-one principle of interlanguage construction. Lang. Learn. 34 77– 95. 10.1111/j.1467-1770.1984.tb00353.x · DOI
- Andersen R. W. Shirai Y. (1996). “ The primacy of aspect in first and second language acquisition: the pidgin-creole connection,” in Handbook of Second Language Acquisition, eds Ritchie W. Bhatia T. (Leiden: Brill), 527– 570. 10.1016/b978-012589042-7/50018-9 · DOI
- Bannard C. Matthews D. (2008). Stored word sequences in language learning: the effect of familiarity on Children’s repetition of four-word combinations. Psychol. Sci. 19 241– 248. 10.1111/j.1467-9280.2008.02075.x 18315796 · DOI · Paper page
- Bardovi-Harlig K. Comajoan-Colomé L. (2020). The Aspect Hypothesis and the acquisition of L2 past morphology in the last 20 years: a state of the scholarship review. Stud. Second. Lang. Acquis. 42 1137– 1167. 10.1017/S0272263120000194 · DOI
- Bates D. Mächler M. Bolker B. Walker S. (2015). Fitting linear mixed-effects models using lme4. J. Stat. Softw. 67: 115553. 10.18637/jss.v067.i01 · DOI · Paper page
- Beckner C. Blythe R. Bybee J. Christiansen M. H. Croft W. Ellis N. C. (2009). Language is a complex adaptive system: position paper. Lang. Learn. 59 1– 26. 10.1111/j.1467-9922.2009.00533.x · DOI
- Bod R. Hay J. Jannedy S. (2003). Probabilistic Linguistics. Cambridge, MA: MIT Press.
- Braine M. D. S. Brody R. E. Brooks P. J. Sudhalter V. Ross J. A. Catalano L. (1990). Exploring language acquisition in children with a miniature artificial language: effects of item and pattern frequency, arbitrary subclasses, and correction. J. Mem. Lang. 29 591– 610. 10.1016/0749-596X(90)90054-4 · DOI · Paper page
- Brown R. (1973). A First Language: The Early Stages. Cambridge, MA: Harvard University Press.
- Bybee J. (2010). Language, Usage, and Cognition. Cambridge University Press.
- Bybee J. L. (1985). Morphology: A Study of the Relation between Meaning and Form. Amsterdam: John Benjamins Publishing Company, 10.1075/tsl.9 · DOI · Paper page
- Bybee J. L. (2006). From usage to grammar: the mind’s response to repetition. Language 82 711– 733. 10.1353/lan.2006.0186 · DOI
- Bybee J. L. Hopper P. J. (2001). Frequency and the Emergence of Linguistic Structure. Amsterdam: John Benjamins Publishing Company, 10.1075/tsl.45 · DOI
- Childers J. B. Tomasello M. (2001). The role of pronouns in young children’s acquisition of the English transitive construction. Dev. Psychol. 37 739– 748. 10.1037/0012-1649.37.6.739 11699749 · DOI
- Christiansen M. H. Chater N. (2016). The now-or-never bottleneck: a fundamental constraint on language. Behav. Brain Sci. 39: e62. 10.1017/S0140525X1500031X 25869618 · DOI
- Comrie B. (1976). Aspect: An Introduction to the Study of Verbal Aspect and Related Problems. Cambridge, NY: Cambridge University Press.
- Conklin K. Schmitt N. (2008). Formulaic sequences: are they processed more quickly than nonformulaic language by native and nonnative speakers? Appl. Ling. 29 72– 89. 10.1093/applin/amm022 · DOI
- Corder S. P. (1967). The significance of learner’s errors. Int. Rev. Appl. Ling. Lang. Teach. 5 161– 170. 10.1515/iral.1967.5.1-4.161 · DOI
- Ellis N. C. (1996). Sequencing in SLA: phonological memory, chunking, and points of order. Stud. Sec. Lang. Acq. 18 91– 126. 10.1017/S0272263100014698 · DOI · Paper page
- Ellis N. C. (2006a). Language acquisition as rational contingency learning. Appl. Ling. 27 1– 24. 10.1093/applin/ami038 · DOI · Paper page
- Ellis N. C. (2006b). Selective attention and transfer phenomena in L2 acquisition: contingency, cue competition, salience, interference, overshadowing, blocking, and perceptual learning. Appl. Ling. 27 164– 194. 10.1093/applin/aml015 · DOI
- Ellis N. C. (2011). “ Frequency-based accounts of SLA,” in Handbook of Second Language Acquisition, eds Gass S. Mackey A. (London: Routledge), 193– 210. 10.1515/9783110550443-022 · DOI
- Ellis N. C. (2012a). “ What can we count in language, and what counts in language acquisition, cognition, and use?,” in Frequency Effects in Language Learning and Processing, eds Gries S. T. Divjak D. (Berlin: De Gruyter), 10.1515/9783110274059.7 · DOI
- Ellis N. C. (2012b). Formulaic language and second language acquisition: Zipf and the phrasal teddy bear. Annu. Rev. Appl. Ling. 32 17– 44. 10.1017/S0267190512000025 · DOI
- Ellis N. C. (2017). “ Chunking,” in The Changing English Language: Psycholinguistic Perspectives, eds Hundt M. Mollin S. Pfenninger S. (Cambridge: Cambridge University Press), 113– 147.
- Ellis N. C. Römer U. O’Donnell M. B. (2016). Usage-Based Approaches to Language Acquisition and Processing: Cognitive and Corpus Investigations of Construction Grammar. Malden, MA: Wiley.
- Ellis N. C. Sagarra N. (2010). The bounds of adult language acquisition. Stud. Sec. Lang. Acq. 32 553– 580. 10.1017/S0272263110000264 · DOI
- Elman J. L. (1990). Finding structure in time. Cogn. Sci. 14 179– 211. 10.1207/s15516709cog1402_1 · DOI · Paper page
- Erlam R. (2006). Elicited imitation as a measure of L2 implicit knowledge: an empirical validation study. Appl. Ling. 27 464– 491. 10.1093/applin/aml001 · DOI
- Erman B. Warren B. (2000). The idiom principle and the open choice principle. Text 20 29– 62. 10.1515/text.1.2000.20.1.29 · DOI · Paper page
- Finley S. (2015). “ Frequency effects in morpheme segmentation,” in Proceedings of the 37th Annual Conference of the Cognitive Science Society, (Austin, TX: Cognitive Science Society), 704– 709.
- Finley S. (2018). Cognitive and linguistic biases in morphology learning. WIREs Cogn. Sci. 9: e1467. 10.1002/wcs.1467 29847013 · DOI · Paper page
- Forster K. I. Chambers S. M. (1973). Lexical access and naming time. J. Verb. Learn. Verb. Behav. 12 627– 635. 10.1016/S0022-5371(73)80042-8 · DOI · Paper page
- Gaillard S. Tremblay A. (2016). Linguistic proficiency assessment in second language acquisition research: the elicited imitation task: elicited imitation. Lang. Learn. 66 419– 447. 10.1111/lang.12157 · DOI
- Goldberg A. E. (1995). Constructions: A Construction Grammar Approach to Argument Structure. Chicago, CA: University of Chicago Press.
- Goldberg A. E. (2006). Constructions at Work: The Nature of Generalization in Language. Oxford: Oxford University Press.
- Goldschneider J. M. DeKeyser R. M. (2001). Explaining the “Natural Order of L2 morpheme acquisition” in English: a meta-analysis of multiple determinants. Lang. Learn. 51 1– 50. 10.1111/1467-9922.00147 · DOI · Paper page
- Gries S. T. (2009). Quantitative Corpus Linguistics with R: A Practical Introduction. 1. publ. New York, NY: Routledge.
- Gries S. T. (2015). More (old and new) misunderstandings of collostructional analysis: on Schmid and Küchenhoff (2013). Cogn. Ling. 26 505– 536. 10.1515/cog-2014-0092 · DOI
- Gries S. T. Ellis N. C. (2015). Statistical measures for usage-based linguistics: statistical measures for usage-based linguistics. Lang. Learn. 65 228– 255. 10.1111/lang.12119 · DOI · Paper page
- Gries S. T. Stefanowitsch A. (2004). Extending collostructional analysis: a corpus-based perspective on “alternations”. Int. J. Corpus Ling. 9 97– 129. 10.1075/ijcl.9.1.06gri 33486653 · DOI · Paper page
- Hay J. (2001). Lexical frequency in morphology: is everything relative? Linguistics 39 1041– 1070. 10.1515/ling.2001.041 · DOI · Paper page
- Hoffmann T. Trousdale G. (2013). The Oxford Handbook of Construction Grammar. Oxford: Oxford University Press. 10.1093/oxfordhb/9780195396683.001.0001 · DOI
- Janssen N. Barber H. A. (2012). Phrase frequency effects in language production. PLoS One 7: e33202. 10.1371/journal.pone.0033202 22479370 PMC3314013 · DOI
- Jarvis S. Pavlenko A. (2008). Crosslinguistic Influence in Language and Cognition. Routledge.
- Jia G. Fuse A. (2007). Acquisition of English grammatical morphology by native Mandarin-speaking children and adolescents: age-related differences. J. Speech Lang. Hear. Res. 50 1280. 10.1044/1092-4388(2007/090) 17905912 · DOI
- Jiang N. (2004). Morphological insensitivity in second language processing. Appl. Psycholing. 25 603– 634. 10.1017/S0142716404001298 · DOI
- Jiang N. Nekrasova T. M. (2007). The processing of formulaic sequences by second language speakers. Mod. Lang. J. 91 433– 445. 10.1111/j.1540-4781.2007.00589.x · DOI
- Larsen-Freeman D. E. (1976). An explanation for the morpheme acquisition order of second language learners. Lang. Learn. 26 125– 134. 10.1111/j.1467-1770.1976.tb00264.x · DOI · Paper page
- Levelt W. J. M. (1989). Speaking: From Intention to Articulation. Cambridge, MA: MIT Press.
- Lim H. Godfroid A. (2015). Automatization in second language sentence processing: a partial, conceptual replication of Hulstijn, Van Gelderen, and Schoonen’s 2009 study. Appl. Psycholinguist. 36, 1247– 1282. 10.1017/S0142716414000137 · DOI
- Luce P. A. (1986). A computational analysis of uniqueness points in auditory word recognition. Percept. Psychophys. 39 155– 158. 10.3758/BF03212485 3737339 · DOI · Paper page
- Luk Z. P. Shirai Y. (2009). Is the acquisition order of grammatical morphemes impervious to L1 knowledge? Evidence from the acquisition of plural – s, articles, and possessive’s. Lang. Learn. 59 721– 754. 10.1111/j.1467-9922.2009.00524.x · DOI
- MacWhinney B. (2001). “ The competition model: the input, the context, and the brain,” in Cognition and Second Language Instruction, ed. Robinson P. (Cambridge: Cambridge University Press), 69– 90. 10.1017/CBO9781139524780.005 · DOI
- MacWhinney B. Bates E. (1989). The Crosslinguistic Study of Sentence Processing. Cambridge: Cambridge University Press.
- MacWhinney B. O’Grady W. (2014). The Handbook of Language Emergence. Hoboken, NJ: Wiley-Blackwell.
- Marchman V. A. (1997). Children’s productivity in the English past tense: the role of frequency, phonology, and neighborhood structure. Cogn. Sci. 21 283– 304. 10.1207/s15516709cog2103_2 · DOI
- McClelland J. L. Rumelhart D. E. (1981). An interactive activation model of context effects in letter perception: I. An account of basic findings. Psychol. Rev. 88 375– 407. 10.1037/0033-295X.88.5.375 7058229 · DOI · Paper page
- McDonald A. S. Shillcock R. C. (2003). Eye movements reveal the on-line computation of lexical probabilities during reading. Psychol. Sci. 14 648– 652. 10.1046/j.0956-7976.2003.psci_1480.x 14629701 · DOI
- Mintz T. H. (2003). Frequent frames as a cue for grammatical categories in child directed speech. Cognition 90 91– 117. 10.1016/S0010-0277(03)00140-9 14597271 · DOI · Paper page
- Mintz T. H. Wang F. H. Li J. (2014). Word categorization from distributional information: frames confer more than the sum of their (Bigram) parts. Cogn. Psychol. 75 1– 27. 10.1016/j.cogpsych.2014.07.003 25164244 PMC4252487 · DOI
- Murakami A. Alexopoulou T. (2016). L1 influence on the acquisition order of English grammatical morphemes. Stud. Sec. Lang. Acq. 38 365– 401. 10.1017/S0272263115000352 · DOI
- Naigles L. R. Hoff-Ginsberg E. (1998). Why are some verbs learned before other verbs? Effects of input frequency and structure on children’s early verb use. J. Child Lang. 25 95– 120. 10.1017/s0305000997003358 9604570 · DOI
- Pawley A. Syder F. (1983). “ Two puzzles for linguistic theory: Nativelike selection and nativelike fluency,” in Language and Communication, eds Richards J. C. Schmidt R. W. (Milton Park: Taylor & Francis), 34.
- Peirce J. W. (2007). PsychoPy psychophysics software in python. J. Neurosci. Methods 162, 8– 13. 10.1016/j.jneumeth.2006.11.017 17254636 PMC2018741 · DOI
- Pollatsek A. Treiman R. Yap M. J. Balota D. A. (2015). “ Visual word recognition,” in The Oxford Handbook of Reading, eds Pollatsek A. Treiman R. (Oxford: Oxford University Press), 10.1093/oxfordhb/9780199324576.013.4 · DOI
- Räsänen S. H. M. Ambridge B. Pine J. M. (2016). An elicited-production study of inflectional verb morphology in child Finnish. Cogn. Sci. 40 1704– 1738. 10.1111/cogs.12305 26548453 · DOI
- Ren Y. (2011). A study of the washback effects of the college English test (band 4) on teaching and learning English at tertiary level in China. Int. J. Pedagogies Learn. 6 243– 259. 10.5172/ijpl.2011.6.3.243 · DOI
- Schmid H.-J. (2020). The Dynamics of the Linguistic System: Usage, Conventionalization, and Entrenchment. New York, NY: Oxford University Press.
- Seidenberg M. S. McClelland J. L. (1989). A distributed, developmental model of word recognition and naming. Psychol. Rev. 96 523– 568. 10.1037/0033-295X.96.4.523 2798649 · DOI · Paper page
- Seidenberg M. S. Plaut D. C. (2014). Quasiregularity and its discontents: the legacy of the past tense debate. Cogn. Sci. 38 1190– 1228. 10.1111/cogs.12147 25104139 · DOI
- Sereno J. A. Jongman A. (1997). Processing of English inflectional morphology. Mem. Cogn. 25 425– 437. 10.3758/BF03201119 9259621 · DOI
- Shanks D. R. (1995). The Psychology of Associative Learning. Cambridge: Cambridge University Press.
- Sinclair J. (1995). Corpus, Concordance, Collocation. 3. impr. Oxford: Oxford University Press.
- Siyanova-Chanturia A. Pellicer-Sanchez A. (2018). Understanding Formulaic Language: A Second Language Acquisition Perspective. New York, NY: Routledge.
- Slobin D. I (1996). “ From ‘thought and language’ to ‘thinking for speaking,” in Rethinking Linguistic Relativity, eds Gumperz J. Levinson S. (Cambridge: Cambridge University Press).
- Stefanowitsch A. Gries S. T. (2003). Collostructions: Investigating the interaction of words and constructions. IJCL 8 209– 243. 10.1075/ijcl.8.2.03ste 33486653 · DOI · Paper page
- Tatsumi T. Ambridge B. Pine J. M. (2018). Disentangling effects of input frequency and morphophonological complexity on children’s acquisition of verb inflection: an elicited production study of Japanese. Cogn. Sci. 42 555– 577. 10.1111/cogs.12554 29023860 PMC6001619 · DOI
- Tremblay A. Derwing B. Libben G. Westbury C. (2011). Processing advantages of lexical bundles: evidence from self-paced reading and sentence recall tasks: lexical bundle processing. Lang. Learn. 61 569– 613. 10.1111/j.1467-9922.2010.00622.x · DOI · Paper page
- Tsimpli I. M. Dimitrakopoulou M. (2007). The interpretability hypothesis: evidence from wh-interrogatives in second language acquisition. Sec. Lang. Res. 23 215– 242. 10.1177/0267658307076546 · DOI · Paper page
- Wheeler D. D. (1970). Processes in word recognition. Cogn. Psychol. 1 59– 85. 10.1016/0010-0285(70)90005-8 · DOI · Paper page
- Wulff S. (2019). “ Acquisition of formulaic language from a usage-based perspective,” in Understanding Formulaic Language: A Second Language Acquisition Perspective, eds Siyanova-Chanturia A. Pellicer-Sánchez A. (New York, NY: Routledge).
- Wulff S. Ellis N. C. (2018). “ Usage-based approaches to second language acquisition,” in Studies in Bilingualism, eds Miller D. Bayram F. Rothman J. Serratrice L. (Amsterdam: John Benjamins Publishing Company), 37– 56. 10.1075/sibil.54.03wul · DOI
- Xu F. Tenenbaum J. B. (2007). Word learning as Bayesian inference. Psychol. Rev. 114 245– 272. 10.1037/0033-295X.114.2.245 17500627 · DOI
- Yap M. J. Balota D. A. (2014). “ Visual word recognition,” in The Oxford Handbook of Reading, eds Plllatsek A. Treiman R. (Oxford University Press), 26– 43.
- Yeh Y.-F. Joshi R. M. Ji X. R. (2015). The development of morphological awareness in Chinese ESL students. Contem. Educ. Psychol. 43 51– 60. 10.1016/j.cedpsych.2015.10.002 · DOI
Cited by
Sorted by citations
Murakami, A., & Ellis, N. C. (2022) · Language Learning · doi:10.1111/lang.12500 · Cited by 26 · see citing works
Self-citation
- Authors
- Guo, R., & Ellis, N. C.
- Affiliations
- University of Michigan (US)
- Corresponding author
- Guo, Rundi
- ORCID
- Ellis, Nick C.
- Venue
- Frontiers in Psychology
- Publisher
- Frontiers Media SA
- Published
- 2021-04-29
- Volume
- 12
- Pages
- 582259-582259
- ISSN
- 1664-1078 (ISSN-L)
- PMC
- PMC8116661
- OpenAlex
- W3157088778
- Cited by
- 12
- References
- 13
- Citations by year
- 2026: 1 · 2025: 2 · 2024: 4 · 2023: 2 · 2022: 3
- FWCI
- 3.30
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Frontiers in Psychology (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Topics
- Social Sciences › Psychology › Developmental and Educational Psychology › Second Language Acquisition and Learning
- Social Sciences › Arts and Humanities › Language and Linguistics › EFL/ESL Teaching and Learning
- Social Sciences › Psychology › Developmental and Educational Psychology › Language Development and Disorders
- Keywords
- inflectional morphology, formulaicity, statistical learning, Chinese learners of English, English as a second language, phraseology, morpheme acquisition, elicited imitation
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