LLM-Enhanced Data Management

1 code implementation • 4 Feb 2024 • Xuanhe Zhou, Xinyang Zhao, Guoliang Li

Fortunately, large language models (LLMs) have shown high generalizability and human-competitive abilities in understanding context, which are promising for data management tasks (e. g., database diagnosis, database tuning).

Hallucination Management +1

D-Bot: Database Diagnosis System using Large Language Models

1 code implementation • 3 Dec 2023 • Xuanhe Zhou, Guoliang Li, Zhaoyan Sun, Zhiyuan Liu, Weize Chen, Jianming Wu, Jiesi Liu, Ruohang Feng, Guoyang Zeng

Database administrators (DBAs) play an important role in managing, maintaining and optimizing database systems.

LLM As DBA

1 code implementation • 10 Aug 2023 • Xuanhe Zhou, Guoliang Li, Zhiyuan Liu

Database administrators (DBAs) play a crucial role in managing, maintaining and optimizing a database system to ensure data availability, performance, and reliability.

Can LLM Already Serve as A Database Interface? A BIg Bench for Large-Scale Database Grounded Text-to-SQLs

no code implementations • NeurIPS 2023 • Jinyang Li, Binyuan Hui, Ge Qu, Jiaxi Yang, Binhua Li, Bowen Li, Bailin Wang, Bowen Qin, Rongyu Cao, Ruiying Geng, Nan Huo, Xuanhe Zhou, Chenhao Ma, Guoliang Li, Kevin C. C. Chang, Fei Huang, Reynold Cheng, Yongbin Li

Our emphasis on database values highlights the new challenges of dirty database contents, external knowledge between NL questions and database contents, and SQL efficiency, particularly in the context of massive databases.

Semantic Parsing SQL Parsing +1