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The Srimad-Bhagavatam is a foundational text in Hindu mythology, characterized by intricate narratives and profound philosophical teachings. This paper addresses the analytical challenges of the text by developing tailored ontologies: SBC-Ontology for characters and SBT-Ontology for topics, which together create a structured framework for deeper understanding. Advanced transformer models, including BERT, DistilBERT, and RoBERTa, were utilized to analyze character-topic relationships, with an ensemble approach(F1-score 0.79) demonstrating superior performance in capturing nuanced relationships. Despite the text’s inherent complexities and limited data availability, this research significantly contributes to digital humanities, providing innovative tools for exploring and interpreting the rich narratives of The Srimad-Bhagavatam.

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Domain Ontology and Character-Topic Relationship in Srimad-Bhagavatam

  • 会议论文

  • 发表日期：

    2025年

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  • Apurba Paul,
  • Dipankar Das

摘要

The Srimad-Bhagavatam is a foundational text in Hindu mythology, characterized by intricate narratives and profound philosophical teachings. This paper addresses the analytical challenges of the text by developing tailored ontologies: SBC-Ontology for characters and SBT-Ontology for topics, which together create a structured framework for deeper understanding. Advanced transformer models, including BERT, DistilBERT, and RoBERTa, were utilized to analyze character-topic relationships, with an ensemble approach(F1-score 0.79) demonstrating superior performance in capturing nuanced relationships. Despite the text’s inherent complexities and limited data availability, this research significantly contributes to digital humanities, providing innovative tools for exploring and interpreting the rich narratives of The Srimad-Bhagavatam.