Bibliographic record
Abstract
The present article introduces a fourteenth-century Persian retelling of the story of Bilawhar wa Buyūdhas(a)f(a), produced for the Jalāyirid court in Baghdad between 790-800/1389-1397, and highlights its stylistic and structural characteristics as an important representative of Persian prose in the post-Mongol period. The article examines the dynamic role of the framing structure in the classification of fictional and non-fictional content, and elaborates on its semantic significance in the transmission of relevant messages to the target audience according to the needs and necessities of that particular historical period. The article demonstrates how the flexibility of the framing structure along with the adaptability of the embedded narrative content on subjects such as religious tendencies and standards of governance turned this story of Buddhist origin into a text in the mirror for princes genre in accordance with the Perso-Islamic culture. Key words: Bilawhar wa Buyūdhas(a)f(a), mirror for princes, Persian advice literature, framing narrative, the Buddha, Jalāyirid dynasty
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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 | 0.000 | 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 | 0.005 | 0.004 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".