Some interactional functions of <i>Yinwei</i>-clauses in Mandarin Chinese conversation
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Bibliographic record
Abstract
Abstract Yinwei ‘because’ is a causal conjunction or preposition indicating a causal relation between two clauses, NPs and other discourse units in Mandarin Chinese. Building on the previous research, this study examines how yinwei is used by conversational participants to organize talk and accomplish interactional tasks in Mandarin conversation. Adopting the methodologies of conversation analysis and interactional linguistics, this study examines 11 hours of everyday Mandarin conversational data, and explores the interactional functions of yinwei -clauses. An examination of the data shows that yinwei -clauses have a variety of interactional functions in everyday Mandarin conversation. Two particular interactional functions of yinwei -clauses are accounts for a speaker’s prior action such as disagreement and strong assertion, and parentheticals providing background information related to the ongoing talk.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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