Bibliographic record
Abstract
The episode in the final book of Valmiki’s Ramayana, in which Rama executes a Sudra ascetic named Sambuka, has garnered critical discussion and creative reimagining over the centuries since it was composed. This paper situates the episode as a late addition of the Uttarakanda and its place therein, considering relevant semantic developments of the terms dharma and tapas, and changes in the rigidity of caste boundaries that allegedly took place during this time. Analysis of both pre-modern and modern creative engagements with the Sambukavadha reveal adjustments to the ways in which Rama, Sambuka, and the Brahmana advisors are portrayed and the values and concerns that these changes reflect in the corresponding social and cultural milieux. Finally, the episode as it appears in Anand Neelakanthan’s mythical novel, Asura: Tale of the Vanquished: The Story of Ravana and His People, is considered as recent addition to the living storytelling tradition.
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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 | 0.001 | 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 | 0.011 | 0.008 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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".