Fighting the Plight of Hierarchal Dominance through Budhan: A Play by Denotified Chharas
Bibliographic record
Abstract
The social structure of every nation is primarily built upon the hierarchal basis under the classification of specific criteria on either ground of earning, job, place, lifestyle etc. It is unavoidable to accept that the social structure rolls along with the time making people from every level of the hierarchal pyramid to cross their boundaries breaking the stereotypes to induce themselves from the holding back position of stag to push them through possible uplift, especially every community that has some or other upon to command them for. Colonial times across the world made this preexisting hierarchal variation more predominant with oriental touch of brutal approach, leaving back its severe imprints even after their retirement. India is not exception from the form and one such brutality left back is the life imposed on Denotified Communities of India through law. This paper attempts to probe through the social psyche of hierarchy with reference to Budhan: A Play by Denotified, serving dual contribution to the social norms and role of art in it.
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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 | 0.001 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".