Article published In:
International Journal of Corpus LinguisticsVol. 19:4 (2014) ► pp.443–477
Corpus frequency and second language learners’ knowledge of collocations
A meta-analysis
Tests of second language learners’ knowledge of collocation have lacked a principled strategy for item selection, making claims about learners’ knowledge beyond the particular collocations tested difficult to evaluate. Corpus frequency may offer a good basis for item selection, if a reliable relationship can be demonstrated between frequency and learner knowledge. However, such a relationship is difficult to establish satisfactorily, given the small number of items and narrow range of test-takers involved in any individual study. In this study, a meta-analysis is used to determine the correlation between learner knowledge and frequency data across nineteen previously-reported tests. Frequency is shown to correlate moderately with knowledge, but the strength of this correlation varies widely across corpora. Strength of association measures (such as mutual information) do not to correlate with learner knowledge. These findings are discussed in terms of their implications for collocation testing and models of collocation learning.
Keywords: vocabulary, SLA, collocation, frequency, formulaic language, testing
References (55)
Abdul-Fattah, H.S. 2001. “Collocation: A missing chain from Jordanian basic education stage English language curriculum and pedagogy”. Dirasat, Humand and Social Sciences, 28 (2), 582–596.
Barfield, A. 2003. Collocation Recognition and Production: Research Insights. Tokyo: Chuo University.
Barfield, A. & Gyllstad, H. 2009. “Introduction: Researching L2 collocation knowledge and developmenst”. In A. Barfield & H. Gyllstad (Eds.), Researching Collocations in Another Language. Basingstoke: Palgrave Macmillan, 1–18. 
Biber, D. 2009. “A corpus-driven approach to formulaic language in English: Multi-word patterns in speech and writing”. International Journal of Corpus Linguistics, 14 (3), 275–311.
Biber, D., Johansson, S., Leech, G., Conrad, S. & Finegan, E. 1999. Longman Grammar of Spoken and Written English. Harlow: Longman.
Bonk, W.J. 2001. “Testing ESL learners knowledge of collocations”. In T. Hudson & J.D. Brown (Eds.), A Focus on Language Test Development. Honolulu: University of Hawaii Press, 113–142.
Brashi, A. 2009. “Collocability as a problem in L2 production”. Reflections in English Language Teaching, 8 (1), 21–34.
Cheng, W., Greaves, C. & Warren, M. 2006. “From n-gram to skipgram to concgram”. International Journal of Corpus Linguistics, 11 (4), 411–433.
Clear, J. 1993. “From Firth principles: Computational tools for the study of collocations”. In M. Baker, G. Francis & E. Tognini-Bonelli (Eds.), Text and Technology: in Honour of John Sinclair. Amsterdam: John Benjamins, 271–292.
Cooper, H. 1998. Synthesizing Research: A Guide for Literature Reviewers. London: Sage.
Cowie, A.P. (Ed.) 1998. Phraseology: Theory, Analysis, and Applications. Oxford: Oxford University Press.
Davies, M. 2004-. BYU-BNC (Based on the British National Corpus from Oxford University Press). Available at [URL] (accessed July 2014).
. 2008-. The Corpus of Contemporary American: 450 million words, 1990-present. Available at: [URL] (accessed July 2014).
Durrant, P. 2008. High-frequency Collocations and Second Language Learning. Unpublished PhD thesis, University of Nottingham, Nottingham.
Durrant, P. & Doherty, A. 2010. “Are high-frequency collocations psychologically real? Investigating the thesis of collocational priming”. Corpus Linguistics and Linguistic Theory, 6 (2), 125–155.
Durrant, P. & Mathews-Aydinli, J. 2011. “A function-first approach to identifying formulaic language in academic writing”. Journal of English for Specific Purposes, 30 (1), 58–72.
Durrant, P. & Schmitt, N. 2009. “To what extent do native and non-native writers make use of collocations?”. International Review of Applied Linguistics, 47 (2), 157–177.
. 2010. “Adult learners’ retention of collocations from exposure”. Second Language Research, 26 (2), 163–188.
Ellis, N.C. 2001. “Memory for language”. In P. Robinson (Ed.), Cognition and Second Language Instruction. Cambridge: Cambridge University Press, 33–68.
Ellis, N.C. & Larsen-Freeman, D. 2006. “Language emergence: Implications for applied linguistics – Introduction to the Special Issue”. Applied Linguistics, 27 (4), 558–589.
Ellis, N.C., Simpson-Vlach, R. & Maynard, C. 2008. “Formulaic language in native and second-language speakers: Psycholinguistics, corpus linguistics, and TESOL”. TESOL Quarterly, 41 (3), 375–396.
Gries, S.T. 2008. “Dispersions and adjusted frequencies in corpora”. International Journal of Corpus Linguistics, 13 (4), 403–437.
Gyllstad, H. 2007. Testing English Collocations: Developing Receptive Tests for Use with Advanced Swedish Learners. Lund: Lund University.
Halliday, M.A.K. 1966. “Lexis as a linguistic level”. In C.E. Bazell, J.C. Catford, M.A.K. Halliday & R.H. Robins (Eds.), In Memory of J. R. Firth. London: Longmans, Green and Co. Ltd., 148–162.
Hoey, M. 1991. Patterns of Lexis in Text. Oxford: Oxford University Press.
. 2005. Lexical Priming: A New Theory of Words and Language. London: Routledge.
Jaén, M.M. 2009. Recopilación, Desarrollo Pedagógico y Evaluación de un Banco de Colocaciones Frecuentes de la Lengua Inglesa a Través de la Lingüística de Corpus y Computacional. Unpublished PhD thesis. Universidad de Granada, Granada.
Jones, S. & Sinclair, J.M. 1974. “English lexical collocations. A study in computational linguistics”. Cahiers de Lexicologie, 24 (2), 15–61.
Kjellmer, G. 1990. “A mint of phrases”. In K. Aijmer & B. Altenberg (Eds.), English Corpus Linguistics: Studies in Honour of Jan Svartvik. London: Longman, 111–127.
Kurosaki, S. 2012. An Analysis of the Knowledge and Use of English Collocations by French and Japanese Learners. Unpublished PhD thesis. University of London Institute in Paris, Paris.
Lewis, M. 1993. The Lexical Approach: The State of ELT and a Way Forward. London: Thomson Heinle.
Lipsey, M.W. & Wilson, D.B. 2000. Practical Meta-Analysis. London: Sage.
Manning, C.D. & Schütze, H. 1999. Foundations of Statistical Natural Language Processing. Cambridge, MA: MIT Press.
Milton, J. 2009. Measuring Second Language Vocabulary Acquisition. Bristol: Multilingual Matters.
Nation, P. 1990. Teaching and Learning Vocabulary. Boston: Heinle and Heinle.
. 2001. Learning Vocabulary in another Language. Cambridge: Cambridge University Press.
Nattinger, J.R. & DeCarrico, J.S. 1992. Lexical Phrases and Language Teaching. Oxford: Oxford University Press.
Nesselhauf, N. 2004. “What are collocations?”. In D.J. Allerton, N. Nesselhauf & P. Skandera (Eds.), Phraseological Units: Basic Concepts and their Application. Basel: Schwabe, 1–21.
Norris, J.M. & Ortega, L. 2006. “The value and practice of research synthesis for language learning and teaching”. In J.M. Norris & L. Ortega (Eds.). Synthesizing Research on Language Learning and Teaching. Amsterdam: John Benjamins, 3–50.
Palmer, H.E. 1993. Second Interim Report on English Collocations. Tokyo: Kaitakusha.
Pawley, A. & Syder, F.H. 1983. “Two puzzles for linguistic theory: Nativelike selection and nativelike fluency”. In J.C. Richards & R.W. Schmidt (Eds.), Language and Communication. New York: Longman, 191–226.
Read, J. 2000. Assessing Vocabulary. Cambridge: Cambridge University Press.
Revier, R.L. 2009. “Evaluating a new test of whole English collocations”. In A. Barfield & H. Gyllstad (Eds.), Researching Collocations in another Language. Basingstoke: Palgrave Macmillan, 125–138.
Schmitt, N. 2010. Researching Vocabulary: A Vocabulary Research Manual. Basingstoke: Palgrave Macmillan.
Schmitt, N. & Zimmerman, C.B. 2002. “Derivative word forms: What do learners know?”. TESOL Quarterly, 36 (2), 145–171.
Shin, D. & Nation, P. 2008. “Beyond single words: The most frequent collocations in spoken English”. ELT Journal, 62 (4), 339–348.
Sinclair, J.M. 1991. Corpus, Concordance, Collocation. Oxford: Oxford University Press.
. 2004. “The search for units of meaning”. In J.M. Sinclair, Trust the Text: Language, Corpus and Discourse. London: Routledge, 24–48.
Siyanova-Chanturia, A., Conklin, K. & van Heuven, W.J.B. 2011. “Seeing a phrase ‘time and again’ matters: The role of phrasal frequency in the processing of multiword sequences”. Journal of Experimental Psychology: Learning, Memory, and Cognition, 37 (3), 776–784.
Stubbs, M. 1996. Text and Corpus Analysis. Oxford: Blackwell.
Webb, S. & Kagimoto, E. 2011. “Learning collocations: Do the number of collocates, position of the node word, and synonymy affect learning?”. Applied Linguistics, 32 (3), 259–276.
Wolter, B. & Gyllstad, H. 2011. “Collocational links in the L2 mental lexicon and the influence of L1 intralexical knowledge”. Applied Linguistics, 32 (4), 430–449.
. 2013. “Frequency of input and L2 collocational processing: A comparison of congruent and incongruent collocations”. Studies in Second Language Acquisition, 35 (3), 451–482.
Wray, A. 2002. Formulaic language and the Lexicon. Cambridge: Cambridge University Press.
Yamashita, J. & Jiang, N. 2010. “L1 influence on the acquisition of L2 collocations: Japanese ESL users and EFL learners acquiring English collocations”. TESOL Quarterly, 44 (4), 647–668.
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