Filipinos Front<i>Too</i>! A Sociophonetic Analysis of Toronto English /u/-Fronting
Bibliographic record
Abstract
The fronting of the back vowel /u/is an ongoing sound change in many varieties of English. While /u/-fronting is argued to be primarily phonetically constrained, many studies report the significant role of various social factors, including ethnicity. This article investigates the linguistic and social conditioning of /u/-fronting in Toronto English. A sociophonetic analysis of /u/, extracted from spontaneous speech data of second-generation Filipinos and age-matched Anglos, was conducted to determine whether Filipinos exhibit /u/-fronting and to what extent coarticulatory and social factors affect degree of fronting. Results of a multivariate analysis show that male and female Filipinos produce fronted realizations of /u/as often as their Anglo peers. However, Filipinos exhibit greater fronting than Anglos in coronal and palatal contexts, which may be explained by cross-language influence from Tagalog. Taken together, this study suggests that, although Filipinos join other Torontonians in /u/-fronting, they nonetheless exhibit finer-grained differences when phonetic conditioning is taken into account.
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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 | 0.002 |
| 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 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 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".