Ideology of rap music and its linguistic representation in the lyrics of English song discourse
Bibliographic record
Abstract
The article gives characteristics of rap as a music style and considers the process of its birth and formation of its ideology in late 1970-ies – early 1980-ies within the framework of a wider subcultural trend known as hip-hop. The main ideological principles of the early rap in the interpretation of one of its principal ideologists Africaa Bambaataa, as well as their linguistic representation in song lyrics are given. Further on, the article discusses such an important principle of rap ideology as its protest nature, which is also illustrated with fragments from song lyrics. Special emphasis is laid on anti-commercial nature of rap, which is also reflected in its lyrics. After that the principle of reliance on one’s community, also extremely important for understanding the ideological foundation of this music style, is discussed and provided with examples. Then the article presents and illustrates the principle of freedom, which has a very broad understanding in rap ideology. Distinction between «conscious rap» and «gangster rap» is made and the ideological principles of «gangsta rap» are presented and illustrated with examples from song lyrics. The final part discusses the reasons for rap’s popularity and the conclusion summarise the main points of the article.
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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.001 |
| Science and technology studies | 0.003 | 0.008 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".