Sentence Repetition Performance Differences in Bilingual and Monolingual Children
Bibliographic record
Abstract
PURPOSE: This study examined language group differences in English syntactic knowledge based on performance on a sentence repetition task. METHOD: = 29) completed an English sentence repetition task. Their responses were analyzed as a function of sentence length (short vs. long), sentence type (active vs. passive), phrase type (noun, verb, and prepositional), and word type (content vs. function). RESULTS: Overall, early bilinguals' performance did not differ significantly from that of the monolinguals. However, these bilinguals recalled significantly more content words than function words on the long sentences. At each level of analysis, the late bilinguals' performance was less accurate than the other groups. The magnitude of these group differences was larger for passive sentences and prepositional phrases. CONCLUSION: Findings highlight areas of syntactic development that differ among groups and should be targeted for additional instruction with English language learners in elementary school.
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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 | 0.002 | 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 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".