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
Abstract (Im)politeness research has often focused either on the importance of social norms or on the intentions of the speaker, with the active role of the listener in assigning social meanings overlooked. This limitation particularly applies to so-called “discernment languages” such as Korean and Japanese. The current paper addresses this gap by offering a small-scale qualitative study of recipient agency in Korean naturally occurring computer-mediated communication (CMC). The data analyzed includes 14 text messages between the recipient (the proprietor of an online food business) and his customer, which were posted on a blog that he owned and operated. We focus on how the recipient agentively evaluates the language usage of the customer, including inconsistent evaluations of her use of non-honorific language, or panmal . The results suggest that the instability of (im)politeness interpretations cannot be explained solely by social norms or intentions but should also include the socially-mediated agency of the recipient.
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 | 0.000 | 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) | 0.002 | 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