Evaluating LLMs' DataViz Code Generation and Refinement Capabilities

Sun, 29 Sep 2024 00:00:00 +0000

Refining a visual often involves getting rid of unnecessary elements and directing a viewer's attention to specific elements. The process to enhance clearity, readability, and effectiveness is a iterative process that requires constant self-evaluations. This process requires many hours, although the output may look simple.

Can Large Language Models (LLMs) be used as a tool for generating visuals? While LLMs excel at text-based tasks, their ability to understand and generate complex concepts can be leveraged to assist in writing code to create visuals. But can LLMs be used to refine visuals? This post tests LLM's ability to refine Plotly visuals.

LLM on Ye Joo Park's Blog

Evaluating LLMs' DataViz Code Generation and Refinement Capabilities