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To tackle the challenges of large language model performance in natural language to SQL tasks, we introduce XiYan-SQL, an innovative framework that employs a multi-generator ensemble strategy to improve candidate generation.
Tao Yu, Rui Zhang, Kai Yang, Michihiro Yasunaga, Dongxu Wang, Zifan Li, James Ma, Irene Li, Qingning Yao, Shanelle Roman, et al · 2018
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Rat-sql: Relation-aware schema encoding and linking for text-to-sql parsers
Bailin Wang, Richard Shin, Xiaodong Liu, Oleksandr Polozov, and Matthew Richardson · 2019
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Semantic enhanced text-to-sql parsing via iteratively learning schema linking graph
Aiwei Liu, Xuming Hu, Li Lin, and Lijie Wen · 2022
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Proton: Probing schema linking information from pre-trained language models for text-to-sql parsing
Lihan Wang, Bowen Qin, Binyuan Hui, Bowen Li, Min Yang, Bailin Wang, Binhua Li, Jian Sun, Fei Huang, Luo Si, et al · 2022
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Josh Achiam, Steven Adler, Sandhini Agarwal, Lama Ahmad, Ilge Akkaya, Florencia Leoni Aleman, Diogo Almeida, Janko Altenschmidt, Sam Altman, Shyamal Anadkat, et al · 2023
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Text-to-sql error correction with language models of code
Ziru Chen, Shijie Chen, Michael White, Raymond Mooney, Ali Payani, Jayanth Srinivasa, Yu Su, and Huan Sun · 2023
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C3: Zero-shot text-to-sql with chatgpt
Xuemei Dong, Chao Zhang, Yuhang Ge, Yuren Mao, Yunjun Gao, Jinshu Lin, Dongfang Lou, et al · 2023
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Text-to-sql empowered by large language models: A benchmark evaluation
Dawei Gao, Haibin Wang, Yaliang Li, Xiuyu Sun, Yichen Qian, Bolin Ding, and Jingren Zhou · 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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Daking Rai, Bailin Wang, Yilun Zhou, and Ziyu Yao · 2023
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Sql-palm: Improved large language model adaptation for text-to-sql (extended)
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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Exploring chain of thought style prompting for text-to-sql
Chang-Yu Tai, Ziru Chen, Tianshu Zhang, Xiang Deng, and Huan Sun · 2023
Cited alongside, same era.
Self-consistency improves chain of thought reasoning in language models
Xuezhi Wang, Jason Wei, Dale Schuurmans, Quoc V Le, Ed H. Chi, Sharan Narang, Aakanksha Chowdhery, and Denny Zhou · 2023
Cited alongside, same era.
Abhimanyu Dubey, Abhinav Jauhri, Abhinav Pandey, Abhishek Kadian, Ahmad Al-Dahle, Aiesha Letman, Akhil Mathur, Alan Schelten, Amy Yang, Angela Fan, et al · 2024
Cited alongside, same era.
Mcs-sql: Leveraging multiple prompts and multiple-choice selection for text-to-sql generation
Dongjun Lee, Choongwon Park, Jaehyuk Kim, and Heesoo Park · 2024
Cited alongside, same era.
The death of schema linking? text-to-sql in the age of well-reasoned language models
Karime Maamari, Fadhil Abubaker, Daniel Jaroslawicz, and Amine Mhedhbi · 2024
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Chase-sql: Multi-path reasoning and preference optimized candidate selection in text-to-sql
Mohammadreza Pourreza, Hailong Li, Ruoxi Sun, Yeounoh Chung, Shayan Talaei, Gaurav Tarlok Kakkar, Yu Gan, Amin Saberi, Fatma Ozcan, and Sercan O Arik · 2024
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Din-sql: Decomposed in-context learning of text-to-sql with self-correction
Mohammadreza Pourreza and Davood Rafiei · 2024
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Dts-sql: Decomposed text-to-sql with small large language models
Mohammadreza Pourreza and Davood Rafiei · 2024
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Sql-gen: Bridging the dialect gap for text-to-sql via synthetic data and model merging
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Boyan Li, Yuyu Luo, Chengliang Chai, Guoliang Li, and Nan Tang · 2024
Cited alongside, same era.
Codes: Towards building open-source language models for text-to-sql
Haoyang Li, Jing Zhang, Hanbing Liu, Ju Fan, Xiaokang Zhang, Jun Zhu, Renjie Wei, Hongyan Pan, Cuiping Li, and Hong Chen · 2024
Cited alongside, same era.
Can llm already serve as a database interface? a big bench for large-scale database grounded text-to-sqls
Jinyang Li, Binyuan Hui, Ge Qu, Jiaxi Yang, Binhua Li, Bowen Li, Bailin Wang, Bowen Qin, Ruiying Geng, Nan Huo, et al · 2024
Cited alongside, same era.
Pet-sql: A prompt-enhanced two-stage text-to-sql framework with cross-consistency
Zhishuai Li, Xiang Wang, Jingjing Zhao, Sun Yang, Guoqing Du, Xiaoru Hu, Bin Zhang, Yuxiao Ye, Ziyue Li, Rui Zhao, et al · 2024
Cited alongside, same era.
Zhisheng Lin, Yifu Liu, Zhiling Luo, Jinyang Gao, and Yu Li · 2024
Cited alongside, same era.
Deepseek-v2: A strong, economical, and efficient mixture-of-experts language model
Aixin Liu, Bei Feng, Bin Wang, Bingxuan Wang, Bo Liu, Chenggang Zhao, Chengqi Dengr, Chong Ruan, Damai Dai, Daya Guo, et al · 2024
Cited alongside, same era.
A survey of nl2sql with large language models: Where are we, and where are we going?
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.
Mohammadreza Pourreza, Ruoxi Sun, Hailong Li, Lesly Miculicich, Tomas Pfister, and Sercan O Arik · 2024
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Ge Qu, Jinyang Li, Bowen Li, Bowen Qin, Nan Huo, Chenhao Ma, and Reynold Cheng · 2024
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Chess: Contextual harnessing for efficient sql synthesis
Shayan Talaei, Mohammadreza Pourreza, Yu-Chen Chang, Azalia Mirhoseini, and Amin Saberi · 2024
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Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context
Gemini Team, Petko Georgiev, Ving Ian Lei, Ryan Burnell, Libin Bai, Anmol Gulati, Garrett Tanzer, Damien Vincent, Zhufeng Pan, Shibo Wang, et al · 2024
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Mac-sql: A multi-agent collaborative framework for text-to-sql
Bing Wang, Changyu Ren, Jian Yang, Xinnian Liang, Jiaqi Bai, Linzheng Chai, Zhao Yan, Qian-Wen Zhang, Di Yin, Xing Sun, et al · 2024
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Tool-assisted agent on sql inspection and refinement in real-world scenarios
Zhongyuan Wang, Richong Zhang, Zhijie Nie, and Jaein Kim · 2024
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r 3 r^{3} -nl2gql: A model coordination and knowledge graph alignment approach for nl2gql
Yuhang Zhou, Yu He, Siyu Tian, Yuchen Ni, Zhangyue Yin, Xiang Liu, Chuanjun Ji, Sen Liu, Xipeng Qiu, Guangnan Ye, et al · 2024
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