Transgressive Arabic discourse in Lebanese political protest
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 A wide range of Arabic language variation in form, code choice and orthographic script was wielded by Lebanese political protestors in their graffiti and political placards in Beirut in 2015. That summer, civil protests spilled out into the streets to critique the government inaction over waste management and overall corruption. I will focus on four tactics that highlight a trend towards linguistic transgression and strategic recontextualization of Arabic discourse in these protests: reworking of state iconography; inscribing irreverent spoken dialect in written form; incorporation of hashtag (#) participant and interpretive frameworks; and the recontextualization of traditional calligraphic forms in new contexts. This paper explores the intertextuality of protest signage and consider the ways in which the transgression of traditional linguistic boundaries might inform understandings of the social dynamics of contemporary politics in Lebanon.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| 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