The Role of Education in Dalits’ Empowerment in the Novel ‘My Father Baliah’
Bibliographic record
Abstract
Totaling Literature in general mirrors the life of humans. Dalit literature glasses social justice which has not been attainable for Dalits for ages. It is an art by the heart not to entertain, it is to empower them. To empower, education is the only tool to access everything they lost for many centuries. As per the constitution, India is a democratic country but there is no equality in the practical society. In the twenty-first century caste inequalities prevail in so many both politically and socially. Generation changes but caste does not. Reformers and revolutionaries would come, and caste would act as a dead snake. The novel expresses the importance of education scrupulously. Author and protagonist Sathyanarayana fruitfully pinioned the painful story that centralized the theme on education, and how that makes the oppressed into the national builders. Education is the only tool to empower and that makes a rationalist protest against inequalities. First, it changes the person and then the society would change when educators contribute their knowledge to break the inhumanity followed by caste. That is the only aim leaders always insist on getting an education not to make violence. This paper focuses on, Dalit Education which primarily moulds a person as a self-determined individual who can easily acquire everything, they lost in the name of Sadhana dharma. During the colonial period; Dalits got a prospect for education and a good living. This paper has concentrated on real-life facts and contemporary issues that happened in society. Education is an ocean, to reach the destination, Indian leaders functioned as the river and navigated Dalits to reach the ocean.
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.017 | 0.021 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.005 |
| Insufficient payload (model declined to judge) | 0.004 | 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".