EXAMINING RATER PERCEPTION OF HOLDS AS A VISUAL CUE OF LISTENER NONUNDERSTANDING
Bibliographic record
Abstract
Abstract This study examined whether university students perceive holds (i.e., a listener’s temporary cessation of dynamic movement) as a visual cue of nonunderstanding. Conversations between English second language (L2) university students were sampled to extract episodes of other-initiated repair through open clarification requests (e.g., what? , sorry? ). Brief, silent video clips were presented to 60 raters across two experiments who assessed the listener’s comprehension, which was their perception about how well the listener had understood the speaker. Experiment 1 tested whether raters can differentiate between the onset and release of listener holds while Experiment 2 examined whether they are sensitive to the sequential organization of holds. Results indicated that raters clearly differentiated between hold onsets and releases and were sensitive to the temporal position of holds in the entire repair sequence. Taken together, these findings suggest that holds are a reliable signal of nonunderstanding with potential implications for L2 teaching and assessment.
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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 | 0.000 | 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) | 0.014 | 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".