An existential problem: The sociolinguistic monitor and variation in existential constructions on Bequia (St. Vincent and the Grenadines)
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 Existential constructions in a corpus of spontaneous English from Bequia (St. Vincent and the Grenadines) are used to explore a linguistic problem (Is variation in verb form in existential constructions best viewed as grammatical or lexical?) and a sociolinguistic problem (What aspects of variation change over a lifetime?). We compare “urban sojourners” (Bequians who have been away) with their home village norms. We observe differences in the frequency of the type of existential preferred in different villages and by the urban sojourners. We also observe differences in whether or not the main verb agrees in number with a postposed plural subject. Building on William Labov's early discussions of constraints on variation imposed by the “sociolinguistic monitor,” we suggest that variation in individual speakers supports the notion that variables that are fundamentally grammatical are less likely to mark social factors than lexical variables are. (Bequia, Caribbean English, existentials, subject-verb agreement)*
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 | 0.001 | 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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