Introducing Bayani Kermani and the Manuscripts of His Monsha’at
Bibliographic record
Abstract
Reviving the works of Persian Empire’s writers and grandees, both in terms of the newly discovered points in books and discourses and also including indications of their era’s social, political and cultural state, is highly essential and valuable; so much so that if no efforts are made on their correction and restoration, a vast part of this extremely rich cultural heritage will be buried among the manuscripts. It is incumbent on the scientific community to take steps, however brief, in order to stimulate such precious works which in turn represent a cultural legacy.One of these works is Bayani Kermani’s Monsha’at, dated back to Iran’s Timurid and early Safavid period. Since he was a Timurid court clerk later becoming the Chancellor and has mentioned many important literary and political figures in his work, the correction of this book greatly contributes to the recognition the individuals and understanding the social culture and customs of the Timurid era.This paper briefly introduces Bayani, his works, and the remaining manuscripts of Monsha’at, hoping for it to be of some benefit.
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How this classification was reachedexpand
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".