SQL-R1: Training Natural Language to SQL Reasoning Model By Reinforcement Learning

Spider: A large-scale human-labeled dataset for complex and cross-domain semantic parsing and text-to-sql task

Tao Yu, Rui Zhang, Kai Yang, Michihiro Yasunaga, Dongxu Wang, Zifan Li, James Ma, Irene Li, Qingning Yao, Shanelle Roman, Zilin Zhang, and Dragomir Radev · 2018

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Rat-sql: Relation-aware schema encoding and linking for text-to-sql parsers

Original

Bailin Wang, Richard Shin, Xiaodong Liu, Oleksandr Polozov, and Matthew Richardson · 2019

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Deepeye: A data science system for monitoring and exploring COVID-19 data

Yuyu Luo, Nan Tang, Guoliang Li, Wenbo Li, Tianyu Zhao, and Xiang Yu · 2020

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Break it down: A question understanding benchmark

Tomer Wolfson, Mor Geva, Ankit Gupta, Matt Gardner, Yoav Goldberg, Daniel Deutch, and Jonathan Berant · 2020

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Natural SQL: Making SQL easier to infer from natural language specifications

Yujian Gan, Xinyun Chen, Jinxia Xie, Matthew Purver, John R. Woodward, John Drake, and Qiaofu Zhang · 2021

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Steerable self-driving data visualization

Yuyu Luo, Xuedi Qin, Chengliang Chai, Nan Tang, Guoliang Li, and Wenbo Li · 2022

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Evaluating the text-to-sql capabilities of large language models

Original

Nitarshan Rajkumar, Raymond Li, and Dzmitry Bahdanau · 2022

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Alphasql: Open source software tool for automatic dependency resolution, parallelization and validation for sql and data

Masahiro Matsui, Takuto Sugisaki, Kensaku Okada, and Noboru Koshizuka · 2022

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Towards generalizable and robust text-to-sql parsing

Original

Chang Gao, Bowen Li, Wenxuan Zhang, Wai Lam, Binhua Li, Fei Huang, Luo Si, and Yongbin Li · 2022

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Chain-of-thought prompting elicits reasoning in large language models

Jason Wei, Xuezhi Wang, Dale Schuurmans, Maarten Bosma, Fei Xia, Ed Chi, Quoc V Le, Denny Zhou, et al · 2022

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Resdsql: Decoupling schema linking and skeleton parsing for text-to-sql

Haoyang Li, Jing Zhang, Cuiping Li, and Hong Chen · 2023

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Din-sql: Decomposed in-context learning of text-to-sql with self-correction

Original

Mohammadreza Pourreza and Davood Rafiei · 2023

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C3: Zero-shot text-to-sql with chatgpt

Original

Xuemei Dong, Chao Zhang, Yuhang Ge, Yuren Mao, Yunjun Gao, Jinshu Lin, Dongfang Lou, et al · 2023

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Catsql: Towards real world natural language to sql applications

Han Fu, Chang Liu, Bin Wu, Feifei Li, Jian Tan, and Jianling Sun · 2023

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Text-to-sql empowered by large language models: A benchmark evaluation

Original

Dawei Gao, Haibin Wang, Yaliang Li, Xiuyu Sun, Yichen Qian, Bolin Ding, and Jingren Zhou · 2023

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Can llm already serve as a database interface? a big bench for large-scale database grounded text-to-sqls, 2023

Jinyang Li, Binyuan Hui, Ge Qu, Binhua Li, Jiaxi Yang, Bowen Li, Bailin Wang, Bowen Qin, Ruiying Geng, Nan Huo, Xuanhe Zhou, Chenhao Ma, Guoliang Li, Kevin C. C. Chang, Fei Huang, Reynold Cheng, and Yongbin Li · 2023

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Sql-palm: Improved large language model adaptation for text-to-sql (extended)

Original

Ruoxi Sun, Sercan Ö Arik, Alex Muzio, Lesly Miculicich, Satya Gundabathula, Pengcheng Yin, Hanjun Dai, Hootan Nakhost, Rajarishi Sinha, Zifeng Wang, et al · 2023

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A survey on deep learning approaches for text-to-sql

George Katsogiannis-Meimarakis and Georgia Koutrika · 2023

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Few-shot text-to-sql translation using structure and content prompt learning

Zihui Gu, Ju Fan, Nan Tang, Lei Cao, Bowen Jia, Sam Madden, and Xiaoyong Du · 2023

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Interleaving pre-trained language models and large language models for zero-shot nl2sql generation. corr abs/2306.08891 (2023)

Original

Zihui Gu, Ju Fan, Nan Tang, Songyue Zhang, Yuxin Zhang, Zui Chen, Lei Cao, Guoliang Li, Sam Madden, and Xiaoyong Du · 2023

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Semantic decomposition of question and sql for text-to-sql parsing

Original

Ben Eyal, Amir Bachar, Ophir Haroche, Moran Mahabi, and Michael Elhadad · 2023

Cited alongside, same era.

A survey of NL2SQL with large language models: Where are we, and where are we going?

Original

Xinyu Liu, Shuyu Shen, Boyan Li, Peixian Ma, Runzhi Jiang, Yuyu Luo, Yuxin Zhang, Ju Fan, Guoliang Li, and Nan Tang · 2024

Cited alongside, same era.

Next-generation database interfaces: A survey of llm-based text-to-sql

Original

Zijin Hong, Zheng Yuan, Qinggang Zhang, Hao Chen, Junnan Dong, Feiran Huang, and Xiao Huang · 2024

Cited alongside, same era.

Rsl-sql: Robust schema linking in text-to-sql generation

Original

Zhenbiao Cao, Yuanlei Zheng, Zhihao Fan, Xiaojin Zhang, Wei Chen, and Xiang Bai · 2024

Cited alongside, same era.

Reasoning with large language models, a survey

Original

Aske Plaat, Annie Wong, Suzan Verberne, Joost Broekens, Niki van Stein, and Thomas Back · 2024

Later among the works it cites.

Deepseekmath: Pushing the limits of mathematical reasoning in open language models

Original

Zhihong Shao, Peiyi Wang, Qihao Zhu, Runxin Xu, Junxiao Song, Xiao Bi, Haowei Zhang, Mingchuan Zhang, YK Li, Y Wu, et al · 2024

Later among the works it cites.

Xiyan-sql: A multi-generator ensemble framework for text-to-sql

Yingqi Gao, Yifu Liu, Xiaoxia Li, Xiaorong Shi, Yin Zhu, Yiming Wang, Shiqi Li, Wei Li, Yuntao Hong, Zhiling Luo, et al · 2024

Later among the works it cites.

Nl2sql-bugs: A benchmark for detecting semantic errors in nl2sql translation

Original

Xinyu Liu, Shuyu Shen, Boyan Li, Nan Tang, and Yuyu Luo · 2025

Closest in time.

Deepseek-r1: Incentivizing reasoning capability in llms via reinforcement learning