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Record W2939349841 · doi:10.5539/elt.v12n5p177

Vocabulary Learning Strategies (VLSs) Employed by Learners of English as a Foreign Language (EFL)

2019· article· en· W2939349841 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueEnglish Language Teaching · 2019
Typearticle
Languageen
FieldPsychology
TopicSecond Language Acquisition and Learning
Canadian institutionsnot available
Fundersnot available
KeywordsVocabularyPsychologyForeign languageLanguage acquisitionMathematics educationEnglish as a foreign languageLanguage learning strategiesVocabulary developmentVocabulary learningComputer scienceTeaching methodLinguisticsMetacognition

Abstract

fetched live from OpenAlex

Learning a new language entails various challenges, one of these is grasping the vocabulary of the language. A significant way to tackle the problem is to motivate students to become independent learners during the progression of second language (L2) vocabulary learning. Thus, this study intended to explore the use of different vocabulary learning strategies among adult English as foreign language learners and investigated the various vocabulary learning strategies and found the benefits and drawbacks associated with each strategy. It was able to select the most frequently and least frequently used VLSs by learners who have completed the language program and those who are continuing the course. Further, it found effective strategies that could be used in teaching vocabulary to students. The research used a quantitative method approach with 53 participants who were EFL learners took part in the questionnaire survey. The results of the present study reveal the common strategies that foreign language learners use in vocabulary learning. The VLSs from this study will not only benefit students of the English language but can easily to be used by learners of other second languages globally. Finally, the paper discusses different strategies at length, gives valuable recommendations in the discussion section and concludes with implications for future research.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.281
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0460.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.005
GPT teacher head0.279
Teacher spread0.273 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it