Interactive Alignment of Multisyllabic Stress Patterns in a Second Language Classroom
Why this work is in the frame
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Bibliographic record
Abstract
The current study explored the occurrence of stress pattern alignment during peer interaction in a second language (L2) classroom. Interactive alignment is a sociocognitive phenomenon in which interlocutors reuse each other's expressions, structures, and pronunciation patterns during conversation. Students (N = 41) enrolled in a university-level English for academic purposes class completed four collaborative tasks during a 13-week semester. The collaborative tasks were information-exchange quizzes that were seeded with multisyllabic words containing 3-2 (e.g., consístent) and 4-2 (e.g., intélligent) stress patterns (i.e., three- and four-syllable words with the stress on the second syllable). Transcripts were analyzed for alignment, which was operationalized as higher accuracy rates in discourse contexts where an interlocutor previously produced an accurate target stress. The results indicate that alignment occurred when students carried out all four collaborative tasks. Implications are discussed in terms of the potential role of alignment activities in helping L2 speakers practice pronunciation.
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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) | 0.002 | 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