Towards Automated Cross-domain Exploratory Data Analysis through Large Language Models

Exploratory data analysis (EDA), coupled with SQL, is essential for data analysts involved in data exploration and analysis. However, data analysts often encounter two primary challenges: (1) the need to craft SQL queries skillfully, and (2) the requirement to generate suitable visualization types t...

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Veröffentlicht in:	arXiv.org 2024-12
Hauptverfasser:	Jun-Peng, Zhu, Niu, Boyan, Cai, Peng, Ni, Zheming, Wan, Jianwei, Xu, Kai, Huang, Jiajun, Ma, Shengbo, Wang, Bing, Zhou, Xuan, Bao, Guanglei, Zhang, Donghui, Tang, Liu, Liu, Qi
Format:	Artikel
Sprache:	eng
Schlagworte:	Automation Data analysis Datasets Human performance Large language models Performance evaluation Query languages Scientific visualization Visualization
Online-Zugang:	Volltext
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