Article published In: Linguistic Approaches to Bilingualism
Vol. 4:4 (2014) ► pp.405–431
Second language verb-argument constructions are sensitive to form, function, frequency, contingency, and prototypicality
Published online: 8 December 2014
https://doi.org/10.1075/lab.4.4.01ell
https://doi.org/10.1075/lab.4.4.01ell
We used free association tasks to investigate second language (L2) verb-argument constructions (VACs) and the ways in which their access is sensitive to statistical patterns of usage (verb type-token frequency distribution, VAC-verb contingency, verb-VAC semantic prototypicality). 131 German, 131 Spanish, and 131 Czech advanced L2 learners of English generated the first word that came to mind to fill the V slot in 40 sparse VAC frames such as ‘he __ across the …’, ‘it __ of the …’, etc. For each VAC, we compared these results with corpus analyses of verb selection preferences in 100 million words of usage and with the semantic network structure of the verbs in these VACs. For all language groups, multiple regression analyses predicting the frequencies of verb types generated for each VAC show independent contributions of (i) verb frequency in the VAC, (ii) VAC-verb contingency, and (iii) verb prototypicality in terms of centrality within the VAC semantic network. L2 VAC processing involves rich associations, tuned by verb type and token frequencies and their contingencies of usage, which interface syntax, lexis, and semantics.
Article outline
- 1.Constructing a second language
- 2.Experiments: L2 sensitivity to VAC usage
- 2.1Participants
- 2.2Method
- 2.3Analyzing effects of Frequency
- 2.4Analyzing effects of Contingency
- 2.5Assessing the effects of Semantic Prototypicality
- 2.6Results
- 2.6.1Analysis 1
- 2.6.2Analysis 2
- 2.6.3Analysis 3
- 2.6.4Combined analyses
- 3.Discussion
References
References (80)
Allan, L. G. (1980). A note on measurement of contingency between two binary variables in judgment tasks. Bulletin of the Psychonomic Society, 15(3), 147–149.
Anderson, J. R. (1983). A spreading activation theory of memory. Journal of Verbal Learning & Verbal Behavior, 22(3), 261–295.
Battig, W. R., & Montague, W. E. (1969). Category norms for verbal items in 56 categories: A replication and extension of the Connecticut category norms. Journal of Experimental Psychology Monograph, 80(3), 1–46.
Bird, S., Loper, E., & Klein, E. (2009). Natural language processing with Python. Cambridge, MA: O’Reilly Media Inc.
BNC. (2007). BNC XML Edition.
[URL]
Boyd, J. K., & Goldberg, A. E. (2009). Input effects within a constructionist framework. The Modern Language Journal, 93(2), 418–429.
Brown, A., & Gullberg, M. (2008). Bidirectional crosslinguistic influence in L1-L2 encoding of manner in speech and gesture. Studies in Second Language Acquisition, 30(2), 225–251.
. (2010). Changes in encoding of path of motion after acquisition of a second language. Cognitive Linguistics, 21(2), 263–286.
Bybee, J. (2008). Usage-based grammar and second language acquisition. In P. Robinson & N. C. Ellis (Eds.), Handbook of cognitive linguistics and second language acquisition (pp. 216–236). London: Routledge.
Bybee, J., & Hopper, P. (Eds.). (2001). Frequency and the emergence of linguistic structure. Amsterdam: John Benjamins.
Cadierno, T. (2008). Learning to talk about motion in a foreign language. In P. Robinson & N. C. Ellis (Eds.), Handbook of cognitive linguistics and second language acquisition (pp. 239–274). London: Routledge.
Christiansen, M. H., & Chater, N. (Eds.). (2001). Connectionist psycholinguistics. Westport, CO: Ablex.
Collins, L., & Ellis, N. C. (2009). Input and second language construction learning: frequency, form, and function. The Modern Language Journal, 93(2), Whole issue
.
Dąbrowska, E. (2009). Words as constructions. In V. Evans & S. Pourcel (Eds.), New Directions in Cognitive Linguistics (pp. 201–223). Amsterdam: John Benjamins.
de Nooy, W., Mrvar, A., & Batagelj, V. (2010). Exploratory social network analysis with Pajek. Cambridge: Cambridge University Press.
Ellis, N. C. (1998). Emergentism, connectionism and language learning. Language Learning, 48(4), 631–664.
. (2002). Frequency effects in language processing: A review with implications for theories of implicit and explicit language acquisition. Studies in Second Language Acquisition, 24(2), 143–188.
. (2003). Constructions, chunking, and connectionism: The emergence of second language structure. In C. Doughty & M. H. Long (Eds.), Handbook of second language acquisition (pp. 33–68). Oxford: Blackwell.
. (2006b). Selective attention and transfer phenomena in SLA: Contingency, cue competition, salience, interference, overshadowing, blocking, and perceptual learning. Applied Linguistics, 27(2), 1–31.
. (2008a). Optimizing the input: Frequency and sampling in Usage-based and Form-focussed Learning. In M. H. Long & C. Doughty (Eds.), Handbook of second and foreign language teaching. Oxford: Blackwell.
. (2008b). Usage-based and form-focused language acquisition: The associative learning of constructions, learned-attention, and the limited L2 endstate. In P. Robinson & N. C. Ellis (Eds.), Handbook of cognitive linguistics and second language acquisition (pp. 372–405). London: Routledge.
Ellis, N. C., & Cadierno, T. (2009). Constructing a second language. Annual Review of Cognitive Linguistics, 71(Special section)
, 111–290.
Ellis, N. C., & Ferreira-Junior, F. (2009a). Construction Learning as a function of Frequency, Frequency Distribution, and Function. The Modern Language Journal, 93(3), 370–386.
. (2009b). Constructions and their acquisition: Islands and the distinctiveness of their occupancy. Annual Review of Cognitive Linguistics, 71, 111–139.
Ellis, N. C., & Larsen-Freeman, D. (2009). Constructing a second language: Analyses and computational simulations of the emergence of linguistic constructions from usage. Language Learning, 591(Supplement 1)
, 93–128.
Ellis, N. C., & O’Donnell, M. B. (2011). Robust language acquisition – an emergent consequence of language as a complex adaptive system. In L. Carlson, C. Hölscher & T. Shipley (Eds.), Proceedings of the 33rd annual conference of the cognitive science society (pp. 3512–3517). Austin, TX: Cognitive Science Society.
. (2012). Statistical construction learning: Does a Zipfian problem space ensure robust language learning? In J. Rebuschat & J. Williams (Eds.), Statistical Learning and Language Acquisition. Berlin: Mouton de Gruyter.
Ellis, N. C., O’Donnell, M. B., & Römer, U. (2014). The processing of verb-argument constructions is sensitive to form, function, frequency, contingency, and prototypicality. Cognitive Linguistics 25(1), 55–98.
Ellis, N. C., & Schmidt, R. (1998). Rules or associations in the acquisition of morphology? The frequency by regularity interaction in human and PDP learning of morphosyntax. Language & Cognitive Processes, 13(2&3), 307–336.
Evert, S. (2005). The statistics of word cooccurrences: Word pairs and collocations. Stuttgart: University of Stuttgart.
Fox, J. (2002). Robust regression. Appendix to an R And S-Plus Companion To Applied Regression.
[URL]
. (2003). Effect displays in R for generalised linear models. Journal of Statistical Software, 8(15), 1–27.
Francis, G., Hunston, S., & Manning, E. (Eds.). (1996). Grammar Patterns 1: Verbs. The COBUILD Series. London: Harper Collins.
Gass, S., & Selinker, L. (Eds.). (1983). Language transfer in language learning. Rowley, MA: Newbury House.
Goldberg, A. E. (1995). Constructions: A construction grammar approach to argument structure. Chicago: University of Chicago Press.
. (2006). Constructions at work: The nature of generalization in language. Oxford: Oxford University Press.
Goldberg, A. E., Casenhiser, D. M., & Sethuraman, N. (2004). Learning argument structure generalizations. Cognitive Linguistics, 15(3), 289–316.
. (2012). Frequencies, probabilities, association measures in usage-/exemplar-based linguistics: some necessary clarifications. Studies in Language, 36(3), 477–510.
. (2013). 50-something years of work on collocations. International Journal of Corpus Linguistics, 18(1), 137–165.
Gries, S. T., & Stefanowitsch, A. (2004). Extending collostructional analysis: a corpus-based perspective on ‘alternations’. International Journal of Corpus Linguistics, 9(1), 97–129.
Gries, S. T., & Wulff, S. (2005). Do foreign language learners also have constructions? Evidence from priming, sorting, and corpora. Annual Review of Cognitive Linguistics, 3(1), 182–200.
. (2009). Psycholinguistic and corpus linguistic evidence for L2 constructions. Annual Review of Cognitive Linguistics, 71, 164–187.
Grömping, U. (2006). Relative Importance for Linear Regression in R: The Package relaimpo. Journal of Statistical Software, 171, 1–27.
Harnad, S. (Ed.). (1987). Categorical perception: The groundwork of cognition. New York: Cambridge University Press.
Lado, R. (1957). Linguistics across cultures: Applied linguistics for language teachers. Ann Arbor: University of Michigan Press.
Lakoff, G. (1987). Women, fire, and dangerous things: What categories reveal about the mind. Chicago: University of Chicago Press.
Lieven, E., & Tomasello, M. (2008). Children’s first language acquisition from a usage-based perspective. In P. Robinson & N. C. Ellis (Eds.), Handbook of cognitive linguistics and second language acquisition (pp. 168–196). New York and London: Routledge.
MacWhinney, B. (1987). The competition model. In B. MacWhinney (Ed.), Mechanisms of language acquisition (pp. 249–308). Hillsdale, NJ: Erlbaum.
. (2001). Emergentist approaches to language. In J. Bybee, & P. Hopper (Eds.), Frequency and the emergence of linguistic structure (pp. 449–470). Amsterdam, Netherlands: John Benjamins.
MacWhinney, B., Bates, E., & Kliegl, R. (1984). Cue validity and sentence interpretation in English, German, and Italian. Journal of Verbal Learning & Verbal Behavior, 23(2), 127–150.
Malvern, D., Richards, B. J., Chipere, N., & Duran, P. (2004). Lexical diversity and language development: Quantification and assessment. Basingstoke, UK: Palgrave Macmillan.
McDonough, K., & De Vleeschauwer, J. (2012). Prompt type frequency, auditory pattern discrimination, and EFL learners’ production of wh-questions. Studies in Second Language Acquisition, 34(3), 355–377.
Miller, G. A. (2009). WordNet - About us. Retrieved on March 1 2010, from Princeton University [URL]
Ninio, A. (1999). Pathbreaking verbs in syntactic development and the question of prototypical transitivity. Journal of Child Language, 26(3), 619–653.
. (2008). Conceptual transfer and meaning extensions. In P. Robinson & N. C. Ellis (Eds.), Handbook of cognitive linguistics and second language acquisition (pp. 306–340). London: Routledge.
R Development Core Team. (2012). R: A language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria. Retrieved from [URL]
Rebuschat, P., & Williams, J. N. (Eds.). (2012). Statistical learning and language acquisition. Berlin: Mouton de Gruyter.
Rescorla, R. A., & Wagner, A. R. (1972). A theory of Pavlovian conditioning: Variations in the effectiveness of reinforcement and nonreinforcement. In A. H. Black & W. F. Prokasy (Eds.), Classical conditioning II: Current theory and research (pp. 64–99). New York: Appleton-Century-Crofts.
Robinson, P., & Ellis, N. C. (2008a). Conclusion: cognitive linguistics, second language acquisition and L2 instruction—issues for research. In P. Robinson & N. C. Ellis (Eds.), Handbook of cognitive linguistics and second language acquisition (pp. 489–545). London: Routledge..
. (Eds.). (2008b). A handbook of cognitive linguistics and second language acquisition. London: Routledge.
Römer, U., O’Donnell, M. B., & Ellis, N. C. (2014). Second language learner knowledge of verb-argument constructions: Effects of language transfer and typology. The Modern Language Journal, 981 (4)
, 952–975.
Römer, U., O’Donnell, M., & Ellis, N. C. (in press). Using COBUILD grammar patterns for a large-scale analysis of verb-argument constructions: Exploring corpus data and speaker knowledge. In M. Charles, N. Groom & S. John (Eds.), Corpora, Grammar, Text and Discourse: In Honour of Susan Hunston. Amsterdam: John Benjamins.
Rosch, E., & Mervis, C. B. (1975). Cognitive representations of semantic categories. Journal of Experimental Psychology: General, 1041, 192–233.
Rosch, E., Mervis, C. B., Gray, W. D., Johnson, D. M., & Boyes-Braem, P. (1976). Basic objects in natural categories. Cognitive Psychology, 8(3), 382–439.
Slobin, D. I. (1996). From “thought and language” to “thinking for speaking.” In J. J. Gumperz & S. C. Levinson (Eds.), Rethinking linguistic relativity (pp. 70–96). Cambridge: Cambridge University Press.
Stefanowitsch, A., & Gries, S. T. (2003). Collostructions: Investigating the interaction between words and constructions. International Journal of Corpus Linguistics, 8(2), 209–243.
Talmy, L. (2000). Toward a Cognitive Semantics: Typology and process in concept structuring. Cambridge MA: MIT Press.
Taylor, J. R. (1998). Syntactic constructions as prototype categories. In M. Tomasello (Ed.), The new psychology of language: Cognitive and functional approaches to language structure (pp. 177–202). Mahwah, NJ: Erlbaum.
Trousdale, G., & Hoffmann, T. (Eds.). (2013). Oxford Handbook of Construction Grammar. Oxford: Oxford University Press.
Cited by (40)
Cited by 40 other publications
Domazetoska, Ivana & Helen Zhao
Ellis, Nick C. & Stefanie Wulff
Lu, Yuan
Lu, Yuan
Monteza, Ana Mae M. & Sam Hermansyah
Rubin, Rachel, Bram Bulté, Magali Paquot & Alex Housen
Wang, Gui, Hui Wang & Li Wang
Gedik, Tan Arda
2024. Collostructional transfer effects in Turkish learners of English. Pedagogical Linguistics 5:2 ► pp. 103 ff.
Goschler, Juliana & Anatol Stefanowitsch
Lestari, Febriana
Chauhan, Anubhuti & Ayat Hosseini
PEKAREK DOEHLER, SIMONA & SØREN W. ESKILDSEN
Rastelli, Stefano
Rastelli, Stefano
Rastelli, Stefano & Akira Murakami
Wu, Tianqi & Min Wang
Lewandowski, Wojciech & Şeyda Özçalışkan
Smith, Sara A.
Azazil, Lina
Monteiro, Kátia R, Crossley, Scott A & Kyle, Kristopher
Trahey, Martha & Nina Spada
Crossley, Scott A., Stephen Skalicky, Kristopher Kyle & Katia Monteiro
Römer, Ute & Jamie Garner
2019. The development of verb constructions in spoken learner English. International Journal of Learner Corpus Research 5:2 ► pp. 207 ff.
Gardner, Sheena
Römer, Ute, Stephen C. Skalicky & Nick C. Ellis
Torres-Martínez, Sergio
Yi, Wei
Zeldes, Amir
2018. Compounds and productivity in advanced L2 German writing. In Usage-inspired L2 Instruction [Language Learning & Language Teaching, 49], ► pp. 237 ff.
ZHANG, XIAOPENG & CHUNPING MAI
Hall, Christopher J., Jack Joyce & Chris Robson
Paquot, Magali
Paquot, Magali
Matusevych, Yevgen, Afra Alishahi & Ad Backus
MATUSEVYCH, YEVGEN, AFRA ALISHAHI & AD BACKUS
Römer, Ute
Römer, Ute
Ellis, Nick C., Matthew Brook O'Donnell & Ute Römer
Siyanova-Chanturia, Anna
This list is based on CrossRef data as of 24 november 2025. Please note that it may not be complete. Sources presented here have been supplied by the respective publishers. Any errors therein should be reported to them.
