University Students' Beliefs and Attitudes Regarding Foreign Language Learning in France
Bibliographic record
Abstract
This study is based on a survey of 1,305 university students enrolled in English and other foreign-language classes across year levels in four major universities in France. It explores the factors that promote or hinder multilingualism, with special attention to the following questions: What are the beliefs and attitudes of students enrolled in various postsecondary institutions across France toward learning a foreign language? How do these beliefs and attitudes change as students progress from beginning first-year students to upper years? The results suggest that the reasons first-year students typically have for studying a foreign language have more to do with internal factors (e.g., personal attitude) than with external factoars (e.g., social value). Moreover, this trend becomes more pronounced with upper-year students whose motivation to learn a foreign language compared with that of first-year students is influenced less by perceived societal beliefs and more by intrinsic reasons.
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How this classification was reachedexpand
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".