Generating Analytic Specifications for Data Visualization from Natural Language Queries using Large Language Models

Table of Contents

• Initial-Prompts
• Final-Prompt
• Preliminary-Evaluation
• Example-Gallery

Initial-Prompts

This folder contains the initial set of prompts used for generating analytic specifications from natural language queries. It includes various example queries and their corresponding outputs. Initial-Prompts Folder

Final-Prompt

This folder contains the refined and final version of the prompts that was developed after iterating on the initial prompts. Final-Prompts Folder

Note:This prompt was created at the time of NLVIZ submission and may have undergone revisions in recent versions of NL4DV.

Preliminary-Evaluation

To evaluate the performance of our NL4DV-LLM prompt in generating analytic specifications and visualizations, we conducted a preliminary evaluation using the NLVCorpus dataset (https://nlvcorpus.github.io/). This folder contains:

• The nl4dv-llm-evaluation file which contains the preliminary evaluation of the prompt with the NLVCorpus dataset. This file contains the final results indicating whether the visualizations generated by NL4DV-LLM were accurate or not. nl4dv-llm-evaluation

Example-Gallery

The example gallery folder contains the visualizations generated by NL4DV-LLM for various natural language queries selected from a subset of the NLVCorpus dataset.Sample-queries+Vis