Rethinking <i>italiano popolare</i> for Heritage Italian
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
This article questions the long-standing assumption that heritage Italian can be characterized as italiano popolare on account of a number of similar non-standard features. It is argued that this is a problematic comparison due to some methodological lacunae in research into heritage Italian and that a systematic corpus-based analysis is needed in order to reveal its underlying sociolinguistic dynamics. This study focuses on a corpus of Italian spoken by the Italian community in Flanders (the Dutch-speaking part of Belgium) and presents a multivariate analysis of a set of morphosyntactic simplification features that have been labelled as typical of italiano popolare. It will be shown that the features of heritage Italian clearly correlate to a set of traditional language contact variables (e.g., contact with the home language and intergenerational transmission). This variation pattern shows that heritage Italian can no longer be connected to italiano popolare in the original sense of the term (viz. an interlanguage or diastratically lower regional Italian).
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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