Les relations franco-libanaises : de l’héritage du mandat aux défis contemporains
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
Cette note de recherche explore les relations complexes entre le Liban et la France, depuis le mandat français de 1861 à 1943, jusqu’à aujourd’hui. Le mandat a profondément influencé les structures politiques, éducatives et culturelles libanaises, imposant la langue française. Cette influence a toutefois exacerbé les tensions entre les communautés religieuses du Liban. Depuis l’indépendance en 1943, les liens culturels et économiques franco-libanais ont persisté, malgré les crises actuelles. Le texte analyse comment le mandat français est perçu comme une forme de colonialisme persistant et examine l’impact de la langue et du système éducatif français sur l’identité libanaise. Basé sur des recherches d’archives, il offre une perspective nuancée sur les dynamiques de pouvoir et les tensions sociales, mettant en avant les défis d’émancipation identitaire et culturelle au Liban.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.003 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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