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