LLM-Enhanced Data Management

X Zhou, X Zhao, G Li - arXiv preprint arXiv:2402.02643, 2024 - arxiv.org
… study on three typical data management applications using LLMDB, and discuss the
system advantages. (4) We summarize research challenges of LLM-enhanced data management, …

LLM for Data Management

G Li, X Zhou, X Zhao - Proceedings of the VLDB Endowment, 2024 - dl.acm.org
… their database. In this tutorial, we will present existing LLM techniques for data management
[… tutorial to thoroughly review existing LLM techniques for data management. Background of …

Heap data management for limited local memory (llm) multi-core processors

K Bai, A Shrivastava - Proceedings of the eighth IEEE/ACM/IFIP …, 2010 - dl.acm.org
This paper presents a scheme to manage heap data in the local memory present in each core
of a limited local memory (LLM) multi-core processor. While it is possible to manage heap …

Intelligent data governance: building an enterprise data management system using KG and LLM

H Chen, J Hou - … Conference on Cloud Computing and Big Data, 2024 - dl.acm.org
data management system for tobacco enterprises through knowledge graph (KG) and large
language model (LLM). Firstly… , such as metadata, data elements, data constraints, arithmetic, …

Stack data management for limited local memory (LLM) multi-core processors

K Bai, A Shrivastava… - ASAP 2011-22nd IEEE …, 2011 - ieeexplore.ieee.org
… Stack data management of the cores is an important problem in LLM architecture, and our
… limitless stack data, ii) increase the applicability of stack management, and iii) perform stack …

How large language models will disrupt data management

RC Fernandez, AJ Elmore, MJ Franklin… - Proceedings of the …, 2023 - dl.acm.org
… on data management will come from two angles. (1) A number of hard database problems, …
At a minimum, we should be able to tell whether a data source was used as part of an LLM. …

[PDF][PDF] Decluttering the data mess in LLM training

M Böther, D Graur, X Yao, A Klimovic - mboether.com
… Based on the aforementioned challenges, we identify design goals for an LLM training data
management system: Goal G1: The system should implement a centralized data layer that …

Testing the use of a large language model (LLM) for performing data quality assessment

S MacMaster, J Sinistore - The International Journal of Life Cycle …, 2024 - Springer
… This research serves as an indicator that it is worth exploring LLM applications for DQA
further. The application of AI to LCA, both for data quality assessment and other applications, …

Application of LLM Techniques for Data Insights in DHP

J Luo, C Ouyang, Y Jing, H Fang, Y Xiao… - 2024 IEEE 4th …, 2024 - ieeexplore.ieee.org
data in the nuclear power industry, this article explores the application of LLM in nuclear power
industry data … Pan, Lifecycle data management of nuclear power plant: framework system …

Llm as dba

X Zhou, G Li, Z Liu - arXiv preprint arXiv:2308.05481, 2023 - arxiv.org
… D-Bot, a LLM-based database administrator that can continuously acquire database maintenance
… This paper presents a revolutionary LLM-centric framework for database maintenance, …