Papers by Songheng Zhang

1 papers
LLM4Vis: Explainable Visualization Recommendation using ChatGPT (2023.emnlp-industry)

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Challenge: Existing methods to perform visualization recommendation require a large corpus of dataset-visualization pairs for training and lack natural explanations for their results.
Approach: They propose a new method that uses a ChatGPT-based prompting approach to perform visualization recommendation and return human-like explanations using very few demonstration examples.
Outcome: The proposed method outperforms or performs similarly to supervised learning models like Random Forest, Decision Tree, and MLP, in both few-shot and zero-shot settings.

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