Multimodality, Interaction and Turn-taking in Mandarin Conversation
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
One major feature of conversation is that people take turns to speak. Based on audio and video recordings of naturally-occurring Mandarin conversation, this book explores the role of syntax, prosody, body movements as well as their interplay in turn organization in the temporal unfolding of action and interaction. Adopting the methodology of interactional linguistics, this book offers a fine-grained analysis of the three multimodal resources and the sequential environments in which they appear. It demonstrates that syntax, prosody and body movements not only converge but also diverge in projecting possible turn completion. As one of the few systematic studies of multimodality in Mandarin interaction, this book will be of interest to researchers in Chinese linguistics, interactional linguistics, conversation analysis, and multimodal analysis.
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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 | 0.000 |
| 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