AMERICAN AND AUSTRALIAN VOCABULARY UNITS IN ENGLISH COLLOQUIAL SPEECH
Bibliographic record
Abstract
For a long time, linguistics placed the main emphasis on the comprehensive study of literary language.Only those socially authoritative speech forms that reflected the intellectual and culturally significant heritage of the people were considered linguistically complete and worthy of special study.The language material chosen was that of speech works in which speech acted not as a means of everyday communication, but as a target in itself and a tool of art.Currently domestic and foreign linguists have shown an active interest in the study of colloquial speech, which is a means of implementing direct live communication.Linguistics has acquired a qualitatively new object -direct oral language communication, which continues to be the most important sphere of language functioning.Of great interest are observations on the relationship between the processes of formation of norms of bookish-written or literary speech and the norm of the second level, regulating the substandard variety of language during the formation of different national languages.This judgment emphasizes the increasing influence of colloquial speech on the process of national language formation.In connection with the increased interest in the formation of new nations, national cultures and national languages, a broad scientific research interest in the study of substandard varieties of these languages is revived.This article emphasizes the increasing influence of colloquial speech on the process of national language formation.In connection with the growing interest in the formation of new nations, national cultures and national languages, a broad scientific research interest in the study of substandard varieties of these languages is revived.It should be noted that the problem of the English language in other areas, for example, in Australia, New Zealand, Canada, is much less studied in domestic linguistics.In foreign linguistics, the study of English in Australia is the subject of works by such prominent Australian scholars as J. Brook, J. Turner, S. Baker and some other linguists.All these researchers, to one degree or another, touched upon the problem of Australian and slang.This
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.
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 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.010 | 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 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".