Rule-audit and clarification within LLM document formatting pipeline
Performed technical evaluation and rule-correction interactions within an LLM document formatting system. The pipeline audits unhandled document elements (e.g., lists, headers, hyperlinks, footnotes) and flags them for follow-up during structured transformation. • Audit layer detects elements not covered by generated transform rules. • Feedback-driven clarification improves coverage for subsequent processing. • Structured transformation rules are applied at the XML level for accurate styling. • Workflow emphasizes reliable, validated outputs rather than free-form text changes.