Macro-Queries: An Exploration into Guided Chart Generation from High Level Prompts
<|reference_start|>Macro-Queries: An Exploration into Guided Chart Generation from High Level Prompts: This paper explores the intersection of data visualization and Large Language Models (LLMs). Driven by the need to make a broader range of data visualization types accessible for novice users, we present a guided LLM-based pipeline designed to transform data, guided by high-level user questions (referred to as macro-queries), into a diverse set of useful visualizations. This approach leverages various prompting techniques, fine-tuning inspired by Abela's Chart Taxonomy, and integrated SQL tool usage.<|reference_end|>
@article{lee2024macro-queries:,
    title={Macro-Queries: An Exploration into Guided Chart Generation from High
  Level Prompts},
    author={Christopher J. Lee, Giorgio Tran, Roderick Tabalba, Jason Leigh, Ryan
  Longman},
    journal={arXiv preprint arXiv:2408.12726},
    year={2024},
    archivePrefix={arXiv},
    eprint={2408.12726},
    primaryClass={cs.CL}
}