A Survey on Employing Large Language Models for Text-to-SQL Tasks

A Survey on Employing Large Language Models for Text-to-SQL Tasks

21 July 2024

Papers citing "A Survey on Employing Large Language Models for Text-to-SQL Tasks"

19 / 19 papers shown

Title
Exploring Generative AI Techniques in Government: A Case Study Sunyi Liu Mengzhe Geng Rebecca Hart LLMAG 36 0 0 06 Apr 2025
CoE-SQL: In-Context Learning for Multi-Turn Text-to-SQL with Chain-of-Editions Hanchong Zhang Ruisheng Cao Hongshen Xu Lu Chen Kai Yu ReLM LRM 38 4 0 04 May 2024
Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey Zeyu Han Chao Gao Jinyang Liu Jeff Zhang Sai Qian Zhang 136 301 0 21 Mar 2024
Benchmarking the Text-to-SQL Capability of Large Language Models: A Comprehensive Evaluation Bin Zhang Yuxiao Ye Guoqing Du Xiaoru Hu Zhishuai Li Sun Yang Chi Harold Liu Rui Zhao Ziyue Li Hangyu Mao LMTD 29 29 0 05 Mar 2024
Decomposition for Enhancing Attention: Improving LLM-based Text-to-SQL through Workflow Paradigm Yuanzhen Xie Xinzhou Jin Tao Xie Mingxiong Lin Liang Chen Chenyun Yu Lei Cheng Chengxiang Zhuo Bo Hu Zang Li 43 18 0 16 Feb 2024
Break the Sequential Dependency of LLM Inference Using Lookahead Decoding Yichao Fu Peter Bailis Ion Stoica Hao Zhang 123 134 0 03 Feb 2024
CRUSH4SQL: Collective Retrieval Using Schema Hallucination For Text2SQL Mayank Kothyari Dhruva Dhingra Sunita Sarawagi Soumen Chakrabarti 36 14 0 02 Nov 2023
Can Large Language Models Be an Alternative to Human Evaluations? Cheng-Han Chiang Hung-yi Lee ALM LM&MA 206 559 0 03 May 2023
A comprehensive evaluation of ChatGPT's zero-shot Text-to-SQL capability Aiwei Liu Xuming Hu Lijie Wen Philip S. Yu LMTD AI4MH 76 143 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 109 195 0 06 Oct 2022
ReAct: Synergizing Reasoning and Acting in Language Models Shunyu Yao Jeffrey Zhao Dian Yu Nan Du Izhak Shafran Karthik Narasimhan Yuan Cao LLMAG ReLM LRM 223 2,413 0 06 Oct 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 297 3,163 0 21 Mar 2022
P-Tuning v2: Prompt Tuning Can Be Comparable to Fine-tuning Universally Across Scales and Tasks Xiao Liu Kaixuan Ji Yicheng Fu Weng Lam Tam Zhengxiao Du Zhilin Yang Jie Tang VLM 236 780 0 14 Oct 2021
Exploring Underexplored Limitations of Cross-Domain Text-to-SQL Generalization Yujian Gan Xinyun Chen Matthew Purver 72 76 0 11 Sep 2021
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 74 90 0 11 Sep 2021
PICARD: Parsing Incrementally for Constrained Auto-Regressive Decoding from Language Models Torsten Scholak Nathan Schucher Dzmitry Bahdanau 146 373 0 10 Sep 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 278 3,784 0 18 Apr 2021
SmBoP: Semi-autoregressive Bottom-up Semantic Parsing Ohad Rubin Jonathan Berant 126 148 0 23 Oct 2020
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 223 4,424 0 23 Jan 2020