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cs.DB2026
WeaveData: A Multimodal Data Analysis System with Self-Critiquing and Self-Evolving LLM Plans
Min Jia, Shihao Zhou, Jun-Peng Zhu +9
Multimodal data analysis, which answers questions over relational tables, text, and images, has attracted growing attention in the data management community. Large language models…
cs.DB2026
TiInsight: A SQL-based Automated Exploratory Data Analysis System through Large Language Models
Jun-Peng Zhu, Boyan Niu, Peng Cai +10
The SQL-based exploratory data analysis has garnered significant attention within the data analysis community. The emergence of large language models (LLMs) has facilitated the par…
cs.DB2024★ 3 cited
Towards Automated Cross-domain Exploratory Data Analysis through Large Language Models
Jun-Peng Zhu, Boyan Niu, Peng Cai +11
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 chal…