The Evolution of Pragmatic Markers in English
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
Based on a rich set of historical data, this book traces the development of pragmatic markers in English, from hwæt in Old English and whilom in Middle English to whatever and I'm just saying in present-day English. Laurel J. Brinton carefully maps the syntactic origins and development of these forms, and critically examines postulated unilineal pathways, such as from adverb to conjunction to discourse marker, or from main clause to parenthetical. The book sets case studies within a larger examination of the development of pragmatic markers as instances of grammaticalization or pragmaticalization. The characteristics of pragmatic markers - as primarily oral, syntactically optional, sentence-external, grammatically indeterminate elements - are revised in the context of scholarship on pragmatic markers over the last thirty or more years.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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