Benchmarking the Text-to-SQL Capability of Large Language Models: A Comprehensive Evaluation

5 March 2024

Papers citing "Benchmarking the Text-to-SQL Capability of Large Language Models: A Comprehensive Evaluation"

22 / 22 papers shown

Title
Meta-aware Learning in text-to-SQL Large Language Model Wenda Zhang 10 0 0 25 May 2025
SchemaGraphSQL: Efficient Schema Linking with Pathfinding Graph Algorithms for Text-to-SQL on Large-Scale Databases AmirHossein Safdarian Milad Mohammadi Ehsan Jahanbakhsh Mona Shahamat Naderi Heshaam Faili 5 0 0 23 May 2025
Independent Mobility GPT (IDM-GPT): A Self-Supervised Multi-Agent Large Language Model Framework for Customized Traffic Mobility Analysis Using Machine Learning Models Fengze Yang Xiaoyue Cathy Liu Lingjiu Lu Bingzhang Wang Chenxi 47 0 0 25 Feb 2025
TransitGPT: A Generative AI-based framework for interacting with GTFS data using Large Language Models Saipraneeth Devunuri Lewis J. Lehe LM&MA 95 1 0 07 Dec 2024
DMQR-RAG: Diverse Multi-Query Rewriting for RAG Zhicong Li Jiahao Wang Zhishu Jiang Hangyu Mao Zhongxia Chen Jiazhen Du Yuanxing Zhang Fuzheng Zhang Di Zhang Yong Liu 288 3 0 20 Nov 2024
Learning from Imperfect Data: Towards Efficient Knowledge Distillation of Autoregressive Language Models for Text-to-SQL Qihuang Zhong Kunfeng Chen Liang Ding Juhua Liu Di Lin Dacheng Tao 44 0 0 15 Oct 2024
Enhancing LLM Fine-tuning for Text-to-SQLs by SQL Quality Measurement Shouvon Sarker Xishuang Dong Xiangfang Li Lijun Qian AI4TS 45 2 0 02 Oct 2024
From Natural Language to SQL: Review of LLM-based Text-to-SQL Systems Ali Mohammadjafari Anthony Maida Raju N. Gottumukkala AI4TS 73 7 0 01 Oct 2024
PTD-SQL: Partitioning and Targeted Drilling with LLMs in Text-to-SQL Ruilin Luo Liyuan Wang Binghuai Lin Zicheng Lin Yujiu Yang LRM 50 6 0 21 Sep 2024
FLEXTAF: Enhancing Table Reasoning with Flexible Tabular Formats Xuanliang Zhang Dingzirui Wang Longxu Dou Baoxin Wang Dayong Wu Qingfu Zhu Wanxiang Che LMTD ReLM 60 3 0 16 Aug 2024
DAC: Decomposed Automation Correction for Text-to-SQL Dingzirui Wang Longxu Dou Xuanliang Zhang Qingfu Zhu Wanxiang Che 64 1 0 16 Aug 2024
A Survey on Employing Large Language Models for Text-to-SQL Tasks Liang Shi Zhengju Tang Nan Zhang Xiaotong Zhang Zhi Yang 62 24 0 21 Jul 2024
Unmasking Database Vulnerabilities: Zero-Knowledge Schema Inference Attacks in Text-to-SQL Systems Đorđe Klisura Anthony Rios AAML 50 1 0 20 Jun 2024
MAGIC: Generating Self-Correction Guideline for In-Context Text-to-SQL Arian Askari Christian Poelitz Xinye Tang LLMAG LRM 39 13 0 18 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 58 0 12 Jun 2024
PET-SQL: A Prompt-Enhanced Two-Round Refinement of Text-to-SQL with Cross-consistency Zhishuai Li Xiang Wang Jingjing Zhao Sun Yang Guoqing Du ... Bin Zhang Yuxiao Ye Ziyue Li Rui Zhao Hangyu Mao AI4TS LRM 49 10 0 13 Mar 2024
A Knowledge Engineering Primer Agnieszka Lawrynowicz 40 0 0 26 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 82 150 0 12 Mar 2023
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 285 2,647 0 06 Oct 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 455 8,840 0 28 Jan 2022
Exploring Underexplored Limitations of Cross-Domain Text-to-SQL Generalization Yujian Gan Xinyun Chen Matthew Purver 80 80 0 11 Sep 2021
PICARD: Parsing Incrementally for Constrained Auto-Regressive Decoding from Language Models Torsten Scholak Nathan Schucher Dzmitry Bahdanau 163 379 0 10 Sep 2021