Skip to main content
Log in

Second language acquisition of Mandarin Chinese vocabulary: context of learning effects

  • Research Article
  • Published:
Educational Technology Research and Development Aims and scope Submit manuscript

Abstract

In an increasingly multilingual world, it is important to examine methods that may lead to more efficient second language learning, as well as to analyze the mechanisms by which successful learning occurs. The purpose of the current study was to investigate how different learning contexts can impact the learning of Mandarin Chinese as a second language. Two contexts [virtual environment (VE) vs. traditional learning environment] were compared and examined from cognitive and linguistic perspectives. Thirty-one monolingual English speakers participated in a training study consisting of seven learning and testing sessions, followed by one additional sessions of delayed post-testing. The participants’ behavioral performances with regard to accuracy, reaction time, and exposure were collected and analyzed. Through analyses of variance and mixed-effects modeling, the current study shows that the learning trajectory of the participants in the VE showed a larger acceleration than that of those in the traditional learning context, which suggests that simulated embodied experience in the VE may have aided in the processing of a second language, especially with regard to enhancing the learning trajectory in short-term second language training.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6

Similar content being viewed by others

Notes

  1. To ensure that the difference between the 2D line drawings and the 3D color pictures did not affect the learning outcome, we recruited a separate group of participants in a picture naming experiment. Thirty-four participants named the 2D line drawings and the 3D color pictures in separated blocks and the order of the blocks were counter-balanced. The corresponding name agreement score was .91 (i.e., 91% of the time the two different types of pictures yielding the same names). The correlation of name agreement score was .83 (i.e., the same picture that has high name agreement in 2D line drawings also has high name agreement in 3D color pictures). There is no significant different on name agreement scores between the two types of pictures; t(178) =.087, p > .05.

References

  • Abercrombie, S. (2011). Examining the influence of seductive details in case-based instruction on pre-service teachers’ learning and learning performances. Albuquerque, NM: The University of New Mexico.

    Google Scholar 

  • Aziz-Zadeh, L., & Damasio, A. (2008). Embodied semantics for actions: Findings from functional brain imaging. Journal of Physiology, 102, 35–39.

    Google Scholar 

  • Baayen, R. H. (2004). Statistics in psycholinguistics: A critique of some current gold standards. Mental Lexicon Working Papers, 1, Edmonton, 1–45.

  • Baayen, R. H. (2008). Analyzing linguistic data: A practical introduction to statistics using R. New York: Cambridge University Press.

    Book  Google Scholar 

  • Baayen, R. H., Davidson, D. J., & Bates, D. M. (2008). Mixed-effects modeling with crossed random effects for subjects and items. Journal of Memory and Language, 59(4), 390–412.

    Article  Google Scholar 

  • Baddeley, A. (2003). Working memory: looking back and looking forward. Nature Reviews Neuroscience, 4, 829–837.

    Article  Google Scholar 

  • Barcroft, J. (2004). Second language vocabulary acquisition: A lexical input processing approach. Foreign Language Annals, 37(2), 200–208.

    Article  Google Scholar 

  • Barr, D. J. (2008). Analyzing ‘visual world’ eyetracking data using multilevel logistic regression. Journal of Memory and Language, 59, 457–474.

    Article  Google Scholar 

  • Barr, D., Levy, R., Scheepersm, C., & Tily, H. (2013). Random effects structure for confirmatory hypothesis testing: Keep it maximal. Journal of Memory and Language, 68(3), 255–278.

    Article  Google Scholar 

  • Barsalou, L. W. (2008). Grounded cognition. The Annual Review of Psychology, 59, 617–645.

    Article  Google Scholar 

  • Bates, D., Maechler, M., Bolker, B., & Walker, S. (2014). _lme4: Linear mixed-effects models using Eigen and S4_. R package version 1.1-7. http://CRAN.R-project.org/package=lme4.

  • Borghi, A. M., Glenberg, A. M., & Kaschak, M. P. (2004). Putting words in perspective. Memory & Cognition, 32(6), 863–873.

    Article  Google Scholar 

  • Brown, H. D. (2001). Teaching by Principles: An Interactice Approach to Language Pedagogy (2nd ed.). San Fransisco: Longman.

    Google Scholar 

  • Buccino, G., Riggio, L., Melli, G., Binkofski, F., Gallese, V., & Rizzolatti, G. (2005). Listening to action-related sentences modulated the activity of the motor system: A combined TMS and behavioral study. Cognitive Bran Research, 24, 355–363.

    Article  Google Scholar 

  • Clark, H. H. (1973). The language-as-fixed-effect fallacy: A critique of language statistics in psychological research. Journal of Verbal Learning and Verbal Behavior, 12, 335–359.

    Article  Google Scholar 

  • Cobb, T. (2007). Computing the vocabulary demands of L2 reading. Language Learning & Technology, 11(3), 38–63.

    Google Scholar 

  • Cohen, A. D., & Aphek, E. (1980). Retention of second language vocabulary over time: Investigating the role of mnemonic associations. System, 8, 221–235.

    Article  Google Scholar 

  • Cohen, J., Cohen, P., West, S. G., & Aiken, L. S. (2003). Applied multiple regression/correlation analysis for the behavioral sciences. Mahwah, NJ: Erlbaum.

    Google Scholar 

  • Cowart, M. (2005). Embodied cognition. http://www.iep.utm.edu/embodcog/. Accessed 23 April 2014.

  • Development Core Team, R. (2004). R: A language and environment for statistical computing. Vienna: R Foundation for Statistical Computing.

    Google Scholar 

  • Dixon, P. (2008). Memory and Language Models of accuracy in repeated-measures designs. Journal of Memory and Language, 59, 447–456.

    Article  Google Scholar 

  • Fang, S., Legault, J., Lan, Y., & Li, P. (2015). Neural correlates of short-term second language training: Context of learning effects (under review).

  • Forster, K. I., & Dickinson, R. G. (1976). More on the language-as-fixed-effect fallacy: Monte carlo estimates of error rates for F1, F2, F’, and minF’. Journal of Verbal Learning and Verbal Behavior, 15, 135–142.

    Article  Google Scholar 

  • Gelman, A., & Hill, J. (2007). Data Analysis Using Regression and Multilevel/Hierarchical Models. Cambridge: Cambridge University Press.

    Google Scholar 

  • Glenberg, A. M., & Kaschak, M. P. (2002). Grounding language in action. Psychonomic Bulletin & Review, 9(3), 558–565.

    Article  Google Scholar 

  • Harp, S. F., & Mayer, R. E. (1997). The role of interest in learning from scientific text and illustrations: On the distinction between emotional and cognitive interest. Journal of Educational Psychology, 89(1), 92–102.

    Article  Google Scholar 

  • Harp, S. F., & Mayer, R. E. (1998). How seductive details do their damage: A theory of cognitive interest in science learning. Journal of Educational Psychology, 90, 414–434.

    Article  Google Scholar 

  • Hauk, O., Johnsrude, I., & Pulvermueller, F. (2004). Somatotopic representation of action words in human motor and premotor cortex. Neuron, 41, 301–307.

    Article  Google Scholar 

  • Jaeger, T. F. (2008). Categorical data analysis: Away from ANOVAs (transformation or not) and towards logit mixed models. Journal of Memory and Language, 59, 434–446.

    Article  Google Scholar 

  • Juffs, A., & Harrington, M. (2011). Aspects of working memory in L2 learning. Language Teaching, 44, 137–166. doi:10.1017/S0261444810000509.

    Article  Google Scholar 

  • Kern, R. G. (1989). Second language reading strategy instruction: Its effects on comprehension and word inference ability. The Modern Language Journal, 73(2), 135–149.

    Article  Google Scholar 

  • Krashen, S. D. (1982). Principles and practice in second language acquisition. Prentice-Hall International.

  • Kroll, J. F., & Curley, J. (1988). Lexical memory in novice bilinguals. The role of concepts in retrieving second language words. In M. Grunenberg, P. Morris, & R. Sykes (Eds.), Practical aspects of memory (2nd ed., pp. 389–395). London: Wiley.

    Google Scholar 

  • Kuznetsova, A., Brockhoff, P. B., and Christensen, R. H. B. (2014). lmerTest: Tests for random and fixed effects for linear mixed effect models (lmer objects of lme4 package). R packageversion 2.0-11.http://CRAN.R-project.org/package=lmerTest.

  • Lan, Y. J. (2013). The effect of technology-supported co-sharing on L2 vocabulary strategy development. Educational Technology & Society, 16(4), 1–16.

    Google Scholar 

  • Lan, Y. J. (2014). Does Second Life improve Mandarin learning by overseas Chinese students? Language Learning & Technology, 18(2), 36–56.

    Google Scholar 

  • Lan, Y.-J., Kan, Y.-H., Hsiao, I. Y. T., Yang, S. J. H., & Chang, K.-E. (2013). Designing interaction tasks in Second Life for Chinese as a foreign language learners: A preliminary exploration. Australasian Journal of Educational Technology, 29(2), 184–202.

    Google Scholar 

  • Lan, Y.-J., Kan, Y. H., Sung, Y. T., & Chang, K. E. (2nd revision). Oral-performance language tasks for CSL beginners in Second Life. Language Learning & Technology (under review).

  • Li, P. (2015). Bilingualism as a dynamic process. In B. MacWhinney & W. O’Grady (Eds.), Handbook of language emergence (pp. 511–536). Hoboken: John Wiley.

    Google Scholar 

  • Li, P., Zhang, F., Tsai, E., & Puls, B. (2014). Language History Questionnaire (LHQ 2.0): A new dynamic web-based research tool. Bilingualism: Language and Cognition, 17, 673–680.

    Article  Google Scholar 

  • Mayer, R. E., & Moreno, R. (2002). Aids to computer-based multimedia learning. Learning and Instruction, 12, 107–119.

    Article  Google Scholar 

  • Mayer, R. E., & Moreno, R. (2003). Nine ways to reduce cognitive load in multimedia learning. Educational Psychologist, 38(1), 43–52.

    Article  Google Scholar 

  • McCulloch, C. E., & Neuhaus, J. M. (2011). Misspecifying the shape of a random effects distribution: why getting it wrong may not matter. Statistical Science, 26(3), 388–402.

    Article  Google Scholar 

  • Meara, P. (1982). Vocabulary acquisition: A neglected aspect of language learning. In V. Kinsella (Ed.), Surveys I: Eight state-of-the-art articles on key areas in language teaching (pp. 100–126). Cambridge: Cambridge University Press.

    Google Scholar 

  • Park, B., Moreno, R., Seufert, T., & Brünken, R. (2011). Does cognitive load moderate the seductive details effect? A multimedia study. Computers in Human Behavior, 27, 5–10.

    Article  Google Scholar 

  • Peterson, M. (2011). Towards a research agenda for the use of three-dimensional virtual worlds in language learning. CALICO Journal, 29(1), 67–80.

    Article  Google Scholar 

  • Peterson, M. (2012). Learner participation patterns and strategy use in Second Life: an exploratory case study. ReCALL, 22(3), 273–292.

    Article  Google Scholar 

  • Posner, M. I., & Snyder, C. R. (1975). Attention and cognitive control. In R. L. Solso (Ed.), Information processing and cognition: the Loyola symposium. L. Erlbaum Associates: Hillsdale.

    Google Scholar 

  • Prince, P. (1996). Second language vocabulary learning: The role of context versus translations as a function of proficiency. The Modern Language Journal, 80(4), 478–493.

    Article  Google Scholar 

  • Proctor, C. P., Carlo, M., August, D., & Snow, C. (2005). Native Spanish-speaking children reading in English: Toward a model of comprehension. Journal of Educational Psychology, 97(2), 246–256.

    Article  Google Scholar 

  • Rey, G. D. (2012). A review of research and a meta-analysis of seductive detail effect. Educational Research Review, 7(3), 216–237.

    Article  Google Scholar 

  • Rueda, Y. T. (2006). Developing pragmatic competence in a foreign language. Colombian Applied Linguistics Journal, 8, 169–182.

    Google Scholar 

  • Rueschemeyer, S. A., Lindemann, O., van Rooij, D., van Dam, W., & Bekkering, H. (2010). Effects of intentional motor actions on embodied language processing. Experimental Psychology, 57(4), 260–266.

    Article  Google Scholar 

  • Sanchez, C. A., & Wiley, J. (2006). An examination of the seductive details effect in terms of working memory capacity. Memory & Cognition, 34(2), 344–355.

    Article  Google Scholar 

  • Schneider, W., Eschman, A., & Zuccolotto, A. (2012). E-Prime User’s Guide. Pittsburgh: Psychology Software Tools Inc.

    Google Scholar 

  • Snyder, P. J., & Harris, L. J. (1993). Handedness, sex, and familial sinistrality effects on spatial tasks. Cortex, 29(1), 115–134.

    Article  Google Scholar 

  • Smidt, E., & Hegelheimer, V. (2004). Effects of online academic lectures on ESL listening comprehension, incidental vocabulary acquisition, and strategy use. Computer Assisted Language Learning, 17(5), 517–556.

    Article  Google Scholar 

  • Snow, M. A. (2005). A model of academic literacy for integrated language and content instruction. In E. Hinkel (Ed.), Handbook of research in second language teaching and learning (pp. 693–712). Mahwah, NJ: Lawrence Erlbaum.

    Google Scholar 

  • Sweller, J. (1988). Cognitive load during problem solving: Effects on learning. Cognitive Science, 12, 257–285.

    Article  Google Scholar 

  • Sweller, J. (1994). Cognitive load theory, learning difficulty, and instructional design. Learning and Instruction, 4, 295–312.

    Article  Google Scholar 

  • Sweller, J. (2010). Element interactivity and intrinsic, extraneous and germane cognitive load. Educational Psychology Review, 22, 123–138.

    Article  Google Scholar 

  • Sweller, J., & Chandler, P. (1994). Why some materials is difficult to learn. Cognition and Instruction, 12(3), 185–233.

    Article  Google Scholar 

  • Thorne, S. L., Fischer, I., & Lu, X. (2012). The semiotic ecology and linguistic complexity of an online game world. ReCALL, 24(3), 279–301.

    Article  Google Scholar 

  • Upal, M. A., Gonce, L. O., Tweney, R. D., & Slone, D. J. (2007). Contexualizing counterintuitiveness: How context affects comprehension and memorability of counterintuitive concepts. Cognitive Science, 31, 415–439.

    Article  Google Scholar 

  • Van Selst, M., & Jolicœur, P. (1994). A solution to the effect of sam-ple size on outlier elimination. Quarterly Journal of Experimental Psychology, 47A(3), 631–650.

    Article  Google Scholar 

  • Wechsler, D. (1997). WAIS-III administration and scoring manual. San Antonio, TX: Psychological Corporation.

    Google Scholar 

  • Willems, R. M., & Casasanto, D. (2011). Flexibility in embodied language understanding. Frontiers in Psychology, 2, 116.

    Google Scholar 

  • Yang, J., & Li, P. (2012). Brain networks of explicit and implicit learning. PLoS ONE, 7, e42993. doi:10.1371/journal.pone.0042993.

    Article  Google Scholar 

  • Zwaan, R. A., Stanfield, R. A., & Yaxley, R. H. (2002). Language comprehenders mentally represent the shapes of objects. Psychological Science, 13, 168–171.

    Article  Google Scholar 

Download references

Acknowledgments

We would like thank Yu-Ting Hsiao, Yu-Hsuan Kan, Indy Majere, and Luis Tzeng for their assistance with constructing the VEs in Second Life, and Karishma Kodia, Sarah Newby, Evan Oliver, Shinmin Wang for their assistance with running the experiment. The research was supported by funds from the Aim for Top University Office of the National Taiwan Normal University, the Joint Advanced Center for the Study of Learning Sciences (MOST 104-2911-I-003-301), and the US National Science Foundation (BCS-1338946).

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Ping Li.

Appendix

Appendix

Chinese word

English translation

Kitchen

掃把 (saoba)a

Broom

手套 (shoutao)

Mitten

蠟燭 (lazhu)

Candle

剪刀 (jiandao)

Scissor

鏟子 (chanzi)

Spatula

抽屜 (chouti)

Drawer

鍋蓋 (guogai)

Lid

鉗子 (qianzi)

Tong

漏斗 (loudou)

Funnel

濾網 (luwang)

Strainer

餐桌 (canzhuo)

Table

椅子 (yizi)

Chair

烤箱 (kaoxiang)

Oven

凳子 (dengzi)

Stool

水槽 (shuicao)

Sink

蒸鍋 (zhengguo)

Steamer

鋼杯 (gangbei)

Steel cup

電爐 (dianlu)

Stove

花瓶 (huaping)

Vase

電話 (dianhua)

Telephone

時鐘 (shizhong)

Clock

盤子 (panzi)

Plate

燉鍋 (dunguo)

Stewpot

湯勺 (tangshao)

Ladle

飯碗 (fanwan)

Bowl

茶杯 (chabei)

Teacup

罐子 (guanzi)

Jar

酒杯 (jiubei)

Wineglass

茶壺 (chahu)

Teapot

刀子 (daozi)

Knife

Supermarket

芹菜 (qincai)

Celery

櫻桃 (yingtao)

Cherry

南瓜 (nangua)

Pumpkin

鳳梨 (fengli)

Pineapple

洋蔥 (yangcong)

Onion

奶油 (naiyou)

Butter

番茄 (fanqie)

Tomato

糖果 (tangguo)

Candy

蘿蔔 (luobo)

Carrot

花生 (huasheng)

Peanut

蘋果 (pingguo)

Apple

香蕉 (xiangjiao)

Banana

草莓 (caomei)

Strawberry

葡萄 (putao)

Grape

西瓜 (xigua)

Watermelon

白菜 (baicai)

Cabbage

豬肉 (zhurou)

Pork

黃瓜 (huanggua)

Cucumber

茄子 (qiezi)

Eggplant

蘑菇 (mogu)

Mushroom

玉米 (yumi)

Corn

辣椒 (lajiao)

Chili

包子 (baozi)

Bun

水餃 (shuijiao)

Dumpling

面包 (mianbao)

Bread

麵條 (miantiao)

Noodle

牛奶 (niunai)

Milk

雞蛋 (jidan)

Egg

餅乾 (bingqian)

Cookie

蛋糕 (dangao)

Cake

Zoo

火雞 (huoji)

Turkey

駱駝 (luotuo)

Camel

蜥蜴 (xiyi)

Lizard

孔雀 (kongque)

Peacock

黃牛 (huangniu)

Cow

鸚鵡 (yingwu)

Parrot

鴕鳥 (tuoniao)

Ostrich

袋鼠 (daishu)

Kangaroo

螃蟹 (pangxie)

Crab

犀牛 (xiniu)

Rhinocero

青蛙 (qingwa)

Frog

烏龜 (wugui)

Turtle

企鵝 (qie)

Penguin

兔子 (tuzi)

Rabbit

公雞 (gongji)

Rooster

大象 (daxiang)

Elephant

小狗 (xiaogou)

Dog

小貓 (xiaomao)

Cat

小鳥 (xiaoniao)

Bird

斑馬 (banma)

Zebra

松鼠 (songshu)

Squirrel

熊貓 (xiongmao)

Panda

狐狸 (huli)

Fox

獅子 (shizi)

Lion

猴子 (houzi)

Monkey

老虎 (laohu)

Tiger

老鷹 (laoying)

Eagle

蝴蝶 (hudie)

Butterfly

鱷魚 (eyu)

Crocodile

黑熊 (heixiong)

Bear

  1. aPinyin transcriptions of the Chinese words are in parentheses

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Lan, YJ., Fang, SY., Legault, J. et al. Second language acquisition of Mandarin Chinese vocabulary: context of learning effects. Education Tech Research Dev 63, 671–690 (2015). https://doi.org/10.1007/s11423-015-9380-y

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11423-015-9380-y

Keywords

Navigation