A Benchmark to Understand the Role of Knowledge Graphs on Large Language Model's Accuracy for Question Answering on Enterprise SQL Databases-Reference-Cited by-同舟云学术

A Benchmark to Understand the Role of Knowledge Graphs on Large Language Model's Accuracy for Question Answering on Enterprise SQL Databases

Published:2024-06-09 Issue: Volume:2 Page:1-12
ISSN:
Container-title:Proceedings of the 7th Joint Workshop on Graph Data Management Experiences & Systems (GRADES) and Network Data Analytics (NDA)
language:
Short-container-title:

Author:

Sequeda Juan¹^ORCID,Allemang Dean¹^ORCID,Jacob Bryon¹^ORCID

Affiliation:

1. data.world, Austin, USA

Publisher

ACM

Link

https://dl.acm.org/doi/pdf/10.1145/3661304.3661901

Reference27 articles.

1. [n.d.]. NSQL. https://github.com/NumbersStationAI/NSQL

2. [n. d.]. SQLCoder. https://github.com/defog-ai/sqlcoder

3. [n.d.]. Ultra. https://github.com/DeepGraphLearning/ULTRA

4. Towards a theory of natural language interfaces to databases

5. Li Zhang Karthik Ramanathan Sesh Sadasivam Rui Zhang Catherine Finegan-Dollak, Jonathan K. Kummerfeld and Dragomir Radev. 2018. Improving Text-to-SQL Evaluation Methodology. In Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) (Melbourne, Victoria, Australia). 351--360. http://aclweb.org/anthology/P18-1033

Cited by 3 articles. 订阅此论文施引文献订阅此论文施引文献，注册后可以免费订阅5篇论文的施引文献，订阅后可以查看论文全部施引文献

1. Large language models: Expectations for semantics-driven systems engineering;Data & Knowledge Engineering;2024-07

2. NL2IBE – Ontology-controlled Transformation of Natural Language into Formalized Engineering Artefacts;2024 IEEE Conference on Artificial Intelligence (CAI);2024-06-25

3. TIC: Translate-Infer-Compile for Accurate “Text to Plan” Using LLMs and Logical Representations;Lecture Notes in Computer Science;2024