The discursive pathway of two centuries of raciolinguistic stereotyping: ‘Africans as incapable of speaking French’
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 This article is about the discursive pathway of grammatical structures such as y'a bon ‘there's good’, documenting how, in Hexagonal France, it has become an ‘enregistered emblem’ for indexing sub-Saharan Africans and, by extension, any African as allegedly incapable of speaking French competently. I argue that tracing pathways makes it possible to unveil the intricacy of the historicities of production, circulation, and interpretations of such racially based linguistic stereotypes. One of the central questions addressed in this article is: What are the sociohistorical conditions of the emergence and maintenance of these linguistic stereotypes? I show that these are grounded in long-standing linguistic ideologies of French as an exceptional language and of African languages and, therefore, their speakers, as primitive. I demonstrate how the rise of first age mass culture in the nineteenth century contributed to both the entextualization and the circulation of these stereotypical representations. (Stereotypes, mediatization, enregisterment, language ideology, France, Africa)*
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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 | 0.003 |
| 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 | 0.002 |
| 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