Acquisition of Variation in the Use of alors, donc, fait que by Advanced French-as-a-Second-Language Learners in Ontario, Canada
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Bibliographic record
Abstract
This study examines the acquisition of sociolinguistic variation in the use of French connectors alors/donc/fait que ‘so’ by two groups of advanced French-as-a-second language (FL2) learners in Ontario: (i) high school French Immersion (FI) students and (ii) university students. It considers two types of functions fulfilled by these connectors: (i) the grammatical function of expressing consequence between two clauses and (ii) a range of discursive functions, a dual focus not present in previous research, which considered only one or the other of these two types of functions. Our study shows that: (i) although these two FL2 groups’ use of the connectors is distant from the norms of FL1 speech, the university students achieve a more advanced level of acquisition of this case of variation than do the FI students, reflecting the positive effect of continued learning of French at the postsecondary level; (ii) ‘level of opportunities to interact in French with native speakers’ has a greater positive impact on the acquisition of alors/donc/fait que than ‘time spent learning French’; and (iii) both groups of students evidence incomplete acquisition of the linguistic constraints of connector choice.
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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 | 0.000 | 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 | 0.000 |
| 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