Research Docs — Document Q&A with Visual Citations

Parse documents with LiteParse, answer a question using the parsed text, and generate an HTML report with source citations highlighted on page images.

Arguments

$ARGUMENTS should contain:

• First argument ($0): Path to the data directory containing documents
• Remaining arguments: The question to answer

If either is missing, ask the user to provide them.

Step 1 — Parse Documents

IMPORTANT: Always use the bundled Python script below for parsing. Do NOT call lit or liteparse CLI commands directly — use only generate_report.py.

Run the bundled parse script to extract text and bounding boxes from all supported files: