Sociolinguistic Variation in Contemporary French
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
Divided into three main sections on Phonology, Syntax and Semantics, this new volume on variation in French aims to provide a snapshot of the state of sociolinguistic research inside and outside metropolitan France. From a diatopic perspective, varieties in France, Belgium, Switzerland, Africa and Canada are considered, mainly with respect to phonological features but also focusing on syntactic and lexical evolutions (the relative clause in Ivorian French and discourse markers in Canadian French). The acquisition of stylistic features of French figures in chapters on both first and second language learners and variation across different genres is addressed with respect to non-standard non-finite forms. Finally, a section on semantic change traces the way that interactional and other socio-historical factors affect word meaning. The volume will appeal to (socio-)linguists with an interest in contemporary French as well as to advanced undergraduates and post-graduate students of French and specialists in the field.
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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 | 0.001 | 0.003 |
| 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 | 0.001 | 0.000 |
| 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