How to Prompt LLMs for Text-to-SQL: A Study in Zero-shot, Single-domain, and Cross-domain Settings

19 May 2023

Papers citing "How to Prompt LLMs for Text-to-SQL: A Study in Zero-shot, Single-domain, and Cross-domain Settings"

18 / 18 papers shown

Title
Think2SQL: Reinforce LLM Reasoning Capabilities for Text2SQL Simone Papicchio Simone Rossi Luca Cagliero Paolo Papotti ReLM LMTD AI4TS LRM 60 0 0 21 Apr 2025
Fact Finder -- Enhancing Domain Expertise of Large Language Models by Incorporating Knowledge Graphs Daniel Steinigen Roman Teucher Timm Heine Ruland Max Rudat Nicolas Flores-Herr Peter Fischer Nikola Milosevic Christopher Schymura Angelo Ziletti 36 1 0 06 Aug 2024
Lucy: Think and Reason to Solve Text-to-SQL Nina Narodytska S. Vargaftik LMTD ReLM AI4TS LRM 39 2 0 06 Jul 2024
AnnotatedTables: A Large Tabular Dataset with Language Model Annotations Yaojie Hu Ilias Fountalis Jin Tian N. Vasiloglou LMTD 36 3 0 24 Jun 2024
Next-Generation Database Interfaces: A Survey of LLM-based Text-to-SQL Zijin Hong Zheng Yuan Qinggang Zhang Hao Chen Junnan Dong Feiran Huang Xiao Huang 77 51 0 12 Jun 2024
Open-SQL Framework: Enhancing Text-to-SQL on Open-source Large Language Models Xiaojun Chen Tianle Wang Tianhao Qiu Jianbin Qin Min Yang AI4TS 42 4 0 04 May 2024
PURPLE: Making a Large Language Model a Better SQL Writer Tonghui Ren Yuankai Fan Zhenying He Ren Huang Jiaqi Dai Can Huang Yinan Jing Kai Zhang Yifan Yang Xiaoyang Sean Wang 25 21 0 29 Mar 2024
Large Language Models(LLMs) on Tabular Data: Prediction, Generation, and Understanding -- A Survey Xi Fang Weijie Xu Fiona Anting Tan Jiani Zhang Ziqing Hu Yanjun Qi Scott Nickleach Diego Socolinsky Srinivasan H. Sengamedu Christos Faloutsos LMTD ALM 42 66 0 27 Feb 2024
Knowledge-to-SQL: Enhancing SQL Generation with Data Expert LLM Zijin Hong Zheng Yuan Hao Chen Qinggang Zhang Feiran Huang Xiao Huang 41 24 0 18 Feb 2024
Improving Demonstration Diversity by Human-Free Fusing for Text-to-SQL Dingzirui Wang Longxu Dou Xuanliang Zhang Qingfu Zhu Wanxiang Che 37 7 0 16 Feb 2024
Enhancing Large Language Models with Pseudo- and Multisource- Knowledge Graphs for Open-ended Question Answering Jiaxiang Liu Tong Zhou Yubo Chen Kang Liu Jun Zhao KELM 38 3 0 15 Feb 2024
MAC-SQL: A Multi-Agent Collaborative Framework for Text-to-SQL Bing Wang Changyu Ren Jian Yang Xinnian Liang Jiaqi Bai ... Zhao Yan Qian-Wen Zhang Di Yin Xing Sun Zhoujun Li 36 49 0 18 Dec 2023
Selective Demonstrations for Cross-domain Text-to-SQL Shuaichen Chang Eric Fosler-Lussier 20 19 0 10 Oct 2023
A comprehensive evaluation of ChatGPT's zero-shot Text-to-SQL capability Aiwei Liu Xuming Hu Lijie Wen Philip S. Yu LMTD AI4MH 82 149 0 12 Mar 2023
Binding Language Models in Symbolic Languages Zhoujun Cheng Tianbao Xie Peng Shi Chengzu Li Rahul Nadkarni ... Dragomir R. Radev Mari Ostendorf Luke Zettlemoyer Noah A. Smith Tao Yu LMTD 122 198 0 06 Oct 2022
Natural SQL: Making SQL Easier to Infer from Natural Language Specifications Yujian Gan Xinyun Chen Jinxia Xie Matthew Purver J. Woodward J. Drake Qiaofu Zhang 80 91 0 11 Sep 2021
PICARD: Parsing Incrementally for Constrained Auto-Regressive Decoding from Language Models Torsten Scholak Nathan Schucher Dzmitry Bahdanau 154 375 0 10 Sep 2021
SmBoP: Semi-autoregressive Bottom-up Semantic Parsing Ohad Rubin Jonathan Berant 138 150 0 23 Oct 2020