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cs.DB2024
Data Cleaning Using Large Language Models
Shuo Zhang, Zezhou Huang, Eugene Wu
Data cleaning is a crucial yet challenging task in data analysis, often requiring significant manual effort. To automate data cleaning, previous systems have relied on statistical…
cs.DB2024
Cocoon: Semantic Table Profiling Using Large Language Models
Zezhou Huang, Eugene Wu
Data profilers play a crucial role in the preprocessing phase of data analysis by identifying quality issues such as missing, extreme, or erroneous values. Traditionally, profilers…