Prestige, accommodation, and the legacy of relative<i>who</i>
Bibliographic record
Abstract
Abstract This article presents a quantitative variationist analysis of the English restrictive relative pronouns. However, where previous research has largely focused on language-internal explanations for variant choice, the focus here is the social meaning of this erstwhile syntactic variable. We uncover rich sociolinguistic embedding of the relative pronouns in standard, urban speech. The only productivewh-form iswho, which continues to pattern as a prestige form centuries after its linguistic specialization as a human subject relative. This legacy of prestige is reflected not only in the social characteristics of those with whom it is associated, but also in the patterns of accommodation that are visible in its use. These findings simultaneously demonstrate the tenacious nature of social meaning and the enduring effects of grammatical ideology, both of which influence pronoun choice in the context of face-to-face interaction. (Restrictive relative pronouns,who, change from above, age-grading, prestige, accommodation)*
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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 source (direct Gemma or distilled Codex), 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".