A Survey on Recent Advances in Conversational Data Generation

This is a survey paper published in an academic journal that reviews recent progress in conversational data generation, which refers to techniques for creating dialogue datasets (collections of conversations) used to train and improve AI systems. The paper appears to be a comprehensive overview of advances in this field as of July 2026, but no specific technical findings, vulnerabilities, or security issues are described in the provided content.