The Interaction between Prosody and Meaning in Second Language Speech Production<sup>1</sup>
Why this work is in the frame
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Bibliographic record
Abstract
Research has shown that English and German native speakers use prosodic cues during speech production to convey the intended meaning of an utterance. However, little is known about whether American L2 learners of German also use such cues during L2 production. The present study shows that intermediate-level L2 learners of German (English L1) use prosodic cues to disambiguate syntactically ambiguous German sentences during a contextualized sentence production task. These results highlight the interaction between prosody and meaning in L2 speech, suggesting ways in which prosodic training is important not only for L2 pronunciation, but also L2 listening and reading comprehension.
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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 | 0.000 |
| 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 | 0.001 |
| 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