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Text-to-SQL automatically translates natural language queries to SQL, allowing non-technical users to retrieve data from databases without specialized SQL knowledge.
Optimizing search engines using clickthrough data
Thorsten Joachims · 2002
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Principles of economics
Alfred Marshall · 2013
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Deepeye: Towards automatic data visualization
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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, et al · 2018
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Making data visualization more efficient and effective: a survey
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Structure-grounded pretraining for text-to-sql
Xiang Deng, Ahmed Hassan Awadallah, Christopher Meek, Oleksandr Polozov, Huan Sun, and Matthew Richardson · 2021
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LoRA: Low-rank adaptation of large language models
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Lingjiao Chen, Matei Zaharia, and James Zou · 2023
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DIN-SQL: Decomposed in-context learning of text-to-SQL with self-correction
Mohammadreza Pourreza and Davood Rafiei · 2023
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Direct preference optimization: Your language model is secretly a reward model
Rafael Rafailov, Archit Sharma, Eric Mitchell, Christopher D Manning, Stefano Ermon, and Chelsea Finn · 2023
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Rsl-sql: Robust schema linking in text-to-sql generation
Zhenbiao Cao, Yuanlei Zheng, Zhihao Fan, Xiaojin Zhang, and Wei Chen · 2024
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Hybrid LLM: Cost-efficient and quality-aware query routing
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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 · 2024
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Are large language models good statisticians?
Yizhang Zhu, Shiyin Du, Boyan Li, Yuyu Luo, and Nan Tang · 2024
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The danger of overthinking: Examining the reasoning-action dilemma in agentic tasks
Alejandro Cuadron, Dacheng Li, Wenjie Ma, Xingyao Wang, Yichuan Wang, Siyuan Zhuang, Shu Liu, Luis Gaspar Schroeder, Tian Xia, Huanzhi Mao, et al · 2025
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Alpha-sql: Zero-shot text-to-sql using monte carlo tree search
Boyan Li, Jiayi Zhang, Ju Fan, Yanwei Xu, Chong Chen, Nan Tang, and Yuyu Luo · 2025
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NL2SQL-BUGs: A benchmark for detecting semantic errors in NL2SQL translation, 2025
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Routerdc: Query-based router by dual contrastive learning for assembling large language models
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RouteLLM: Learning to route LLMs from preference data
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CHASE-SQL: Multi-path reasoning and preference optimized candidate selection in text-to-SQL
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