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Beyond generating code: Evaluating GPT on a Data Visualization Course

This repository contains the supplementary materials for the paper "Beyond Generating Code: Evaluating GPT on a Data Visualization Course".

Teaser Figure: Our experiments show that GPT can a) clean and explore CSV datasets, b) read visualizations in SVG format, interact with visualizations through dispatching Javascript events, and c) create explanatory visualizations to present data insights.

Structure

Quiz

This folder contains materials for the weekly quizzes, including:

  • code: The code for data processing, chat completion and grade evaluation.
  • data_by_week: The processed data of weekly quiz.
  • Grade_Report: The grade summary for each GPT model and quiz type.
  • examples_by_type: The QA examples of each quiz type.

For more details, please refer to Quiz/README.md.

Homework

This folder contains materials for the homework, including:

  • GPT3 and GPT4: Prompt, code, and data GPT used and generated when working on the homework assignments week by week.
  • To Grade: The homework assignments that are ready to be graded.

For more details, please refer to Homework/README.md.

Final Project

This folder contains materials for the final project ability experiments, including:

  • Visualization Design
  • Interaction with Visualization
  • Insight Discovery
  • Narrative Visualization

For more details, please refer to Final Project/README.md.

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