Phonetics of Stop Voicing in Heritage and Homeland Polish
Why this work is in the frame
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Bibliographic record
Abstract
We investigate acoustic correlates of the laryngeal contrast in intervocalic stops in three speech communities – homeland Polish speakers and first- and second-generation heritage Polish speakers in Toronto. Using a sample of 1,187 tokens extracted from conversational speech, we show that the employment of some parameters signaling laryngeal contrast differs between the homeland and heritage speakers. Some parameters are suppressed (i.e., closure phonation and duration) and some are amplified (i.e., vowel and release duration). We interpret these processes in light of proposals by Flege and Bohn (2021) and Polinsky (2018) regarding contact-induced interaction (i.e., assimilation versus dissimilation between languages). We propose that the interaction between systems occurs at a low level of granularity, that is, at the level of individual phonetic properties of a single phoneme.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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) | 0.000 | 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