Captioning Visualizations with Large Language Models (CVLLM): A Tutorial
Automatically captioning visualizations is not new, but recent advances in large language models(LLMs) open exciting new possibilities. In this tutorial, after providing a brief review of Information Visualization (InfoVis) principles and past work in captioning, we introduce neural models and the t...
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Zusammenfassung: | Automatically captioning visualizations is not new, but recent advances in
large language models(LLMs) open exciting new possibilities. In this tutorial,
after providing a brief review of Information Visualization (InfoVis)
principles and past work in captioning, we introduce neural models and the
transformer architecture used in generic LLMs. We then discuss their recent
applications in InfoVis, with a focus on captioning. Additionally, we explore
promising future directions in this field. |
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DOI: | 10.48550/arxiv.2406.19512 |