Readability and Simplicity of Arabic Political Discourse
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 main aim of tis study is to investigate two speeches that Mubarak of Egypt delivered during the notion of Arab Spring in terms of simplicity and readability. The two speeches are the ones aired live on the national TV of Egypt on the 28th of January 2011 and the second one, which was given just one day before Mubarak left the presidency, was aired on the 10th February 2011. This study is one of the first studies that applied readability and simplicity formulas on Arabic texts. In accordance to three different readability and simplicity formulas the two chosen speeches of Mubarak were judged to be simple and not hard to read by the expected audience of Mubarak. It is suggested that Mubarak did not succeed in reaching his goal and his audience regardless of his attempts. The protesters besieged Mubarak’s palace and did not leave until the resignation of Mubarak was aired on TV.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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