Convergence and the Retention of Marked Consonants in Sango: the Creation and Appropriation of a Pidgin
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 Sango challenges allegations that the sound inventories of pidgins are small and that in language contact sound change often leads to loss or assimilation in phonemic distinctions. Sango has retained almost the whole phonological system of Ngbandi, on which it is based. This is explained, not by substratal influence—the systems of co-territorial Ubangian languages of the Banda and Gbaya groups—but by similar systems of several West African and especially central Bantu languages spoken by the workers and soldiers who were brought to the Ubangi River basin by Belgian colonizers, beginning in 1887 and very soon after by the French, and who, with the indigenes, very quickly created a new language that was soon appropriated by the Ngbandis, thereby preserving at least this part of their own language.
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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 | 0.002 | 0.002 |
| 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) | 0.000 | 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