Literacy education for low-educated second language learning adults in multilingual contexts: the case of Luxembourg
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
Mastery of literacy skills in the language(s) of the host country is considered a key element for the successful integration of immigrants. The current paper focuses on possibly one of the most challenging aspects of the issues of linguistic integration of immigrants, i.e., literacy acquisition by “low-literate” adult immigrants in a “multilingual” environment such as Luxembourg. It documents Luxembourg’s current state of literacy education policies and practices with regard to low-literate adult L2 learners. Also, it contains a participatory observation on a French literacy course in Luxembourg in order to look into the actual implementation and effectiveness of such courses in more detail. In doing so, we look into the relevant policies and practices of two other multilingual countries, i.e., Canada and Belgium, in order to situate the present practices of Luxembourg within larger contexts and provide insights into how to promote better policy and education options for low-literate adult immigrants in Luxembourg.
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 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 | 0.003 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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