CleanAgent: Automating Data Standardization with LLM-based Agents

Data standardization is a crucial part in data science life cycle. While tools like Pandas offer robust functionalities, their complexity and the manual effort required for customizing code to diverse column types pose significant challenges. Although large language models (LLMs) like ChatGPT have s...

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Veröffentlicht in:	arXiv.org 2024-04
Hauptverfasser:	Danrui Qi, Wang, Jiannan
Format:	Artikel
Sprache:	eng
Schlagworte:	Application programming interface Automation Complexity Data science Large language models Libraries Natural language (computers) Standardization
Online-Zugang:	Volltext
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