When Native Speakers Meet Non-Native Speakers: A Case Study of Foreigner Talk
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This study was triggered by speech modification in English overseas Chinese students encounter and find puzzling. Foreigner talk (FT) is such a type of modified speech used by native speakers (NSs) in their communication with non-native speakers (NNSs) in the form of linguistic simplification and foreigner-directed communication strategies. Based on a case study between Canadian and Chinese students, this study investigated FT through natural NS-NNS conversations and surveyed participants’ views on FT. The findings go beyond illustrating the features of FT in phonology, lexicon, syntax and discourse to unfold native and non-native speakers’ opposing views on FT, a conflict caused by NSs’ and NNSs’ different communicative goals based on communication accommodation theory (CAT), a sociolinguistic framework. This study is significant because a good understanding of this conflict, understudied by existing FT research, is vital to arousing NSs’ and NNSs’ awareness of each other’s attitudes towards FT to promote mutual understanding for effective NS-NNS communication.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.006 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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