TiMMInsight (Appendix)

This repository contains appendix materials and code for the paper "Towards Automated Multimodal Exploratory Data Analysis through Large Language Models."

Repository Contents

• Appendix.pdf: Full appendix document.
• modules/ambiguity-resolution/: Code for multimodal metagraph, ambiguity resolution and human-in-the-loop clarification.
• modules/planning/: Planning module (currently internal; see its README for status).

What the Appendix Covers

Appendix.pdf includes:

1. TiQC: LLM-based interactive query clarification (with algorithms and prompt examples)
2. Operator descriptions (logical and physical operators)
3. Example workflow from natural language query to structured sub-queries
4. Logical operator mapping examples
5. Logical and physical plan generation examples
6. Cost model assumptions
7. Supplementary user study materials for TiMMInsight

Notes

• This repository is primarily for appendix support and research reproduction.
• For full technical context, read the main paper and appendix together.