The Effects of Dialect Wording on Advertisement Recall: How Brands Can Use Dialect Advertising to Deepen Their Connection with Consumers
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
In dialect advertising, a brand uses variants of a single language to gain competitive advantages. However, the mechanism and boundary conditions of dialect communication remain unclear. Based on the construct of feeling of groundedness and the elaboration likelihood model, this research explores dialect effect on advertisement recall. Across six studies in China, this research offers evidence that dialect (versus Mandarin) advertisements arouse greater recall. Findings are supported by indicators of both adjusted recognition score and eye-tracking data. The feeling of groundedness plays a mediating role. Boundary conditions are examined (bicultural identity integration, traveler’s [versus settler] orientation, and warm [versus competent] brands benefits in memory enhancement), as well as downstream effects of the main effect.
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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| 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