query-focused

FACTS introduces an agentic workflow for query-focused table summarization that generates reusable offline templates combining SQL queries and Jinja2 templates, enabling fast, accurate, and privacy-compliant summarization without exposing sensitive data. The approach outperforms existing baselines by avoiding costly fine-tuning and token-limit issues while maintaining scalability across tables with shared schemas.