Using L1 in Teaching Vocabulary to Low Proficiency Level Students: A Case of First Year Students, Department English, Faculty of Letters, National University
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.
Bibliographic record
Abstract
Many English professionals do not seem to pay much attention to the use of L1 in English language classrooms, based on the tenets that English should be taught in English to expose the learners to English which would enhance their knowledge of English and accelerate their learning. While research findings have been inconsistent in relation to this position, the results of the present study found evidence to the contrary. Using 169 students of a low proficiency level, it was found that using learners’ mother tongue (L1) to teach English as a foreign language in Laos enhanced their retention of new vocabulary items both in isolation and in context. This is possibly due to clear definitions and explanations in L1, dictation quiz and translation exercises in the classroom. This would have implications for English professionals.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it