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text2sql data

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v. 4.0

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text2sql-data

该存储库包含用于构建和评估系统的数据和代码，这些系统将句子映射到SQL，这是：

改进文本到SQL评估方法，Catherine Finegan-Dollak，Jonathan K. Kummerfeld，Li Zhang，Karthik Ramanathan，Sesh Sadasivam，Rui Zhang和Dragomir Radev，ACL 2018

对于一系列域，我们提供：

带注释变量的句子
SQL查询
数据库模式
数据库

这些是先前数据集的改进形式和我们开发的新数据集。我们有描述数据集，系统和工具的单独文件。

版本	描述
4	数据修复
3	数据修复和添加来自蜘蛛和Wikisql的数据
2	带有错误定义的变量修复的数据
1	ACL 2018论文中使用的数据

引用这项工作

如果您在工作中使用此数据，请引用我们的ACL纸和适当的原始资源，并列出数据的版本编号。例如，在您的论文中，您可以写（使用下面的Bibtex）：

 In this work, we use version 4 of the modified SQL datasets from citet{data-advising}, based on citet{data-academic,data-atis-original,data-geography-original,data-atis-geography-scholar,data-imdb-yelp,data-restaurants-logic,data-restaurants-original,data-restaurants,data-spider,data-wikisql}

如果您仅使用一个数据集，则这里有示例引用命令：

数据	引用
学术的	`citet{data-advising,data-academic}`
建议	`citet{data-advising}`
阿蒂斯	`citet{data-advising,data-atis-original,data-atis-geography-scholar}`
地理	`citet{data-advising,data-geography-original,data-atis-geography-scholar}`
餐馆	`citet{data-advising,data-restaurants-logic,data-restaurants-original,data-restaurants}`
学者	`citet{data-advising,data-atis-geography-scholar}`
蜘蛛	`citet{data-advising,data-spider}`
IMDB	`citet{data-advising,data-imdb-yelp}`
喊叫	`citet{data-advising,data-imdb-yelp}`
Wikisql	`citet{data-advising,data-wikisql}`

@InProceedings{data-sql-advising,
  dataset   = {Advising},
  author    = {Catherine Finegan-Dollak, Jonathan K. Kummerfeld, Li Zhang, Karthik Ramanathan, Sesh Sadasivam, Rui Zhang, and Dragomir Radev},
  title     = {Improving Text-to-SQL Evaluation Methodology},
  booktitle = {Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)},
  month     = {July},
  year      = {2018},
  location  = {Melbourne, Victoria, Australia},
  pages     = {351--360},
  url       = {http://aclweb.org/anthology/P18-1033},
}

@InProceedings{data-sql-imdb-yelp,
  dataset   = {IMDB and Yelp},
  author    = {Navid Yaghmazadeh, Yuepeng Wang, Isil Dillig, and Thomas Dillig},
  title     = {SQLizer: Query Synthesis from Natural Language},
  booktitle = {International Conference on Object-Oriented Programming, Systems, Languages, and Applications, ACM},
  month     = {October},
  year      = {2017},
  pages     = {63:1--63:26},
  url       = {http://doi.org/10.1145/3133887},
}

@article{data-academic,
  dataset   = {Academic},
  author    = {Fei Li and H. V. Jagadish},
  title     = {Constructing an Interactive Natural Language Interface for Relational Databases},
  journal   = {Proceedings of the VLDB Endowment},
  volume    = {8},
  number    = {1},
  month     = {September},
  year      = {2014},
  pages     = {73--84},
  url       = {http://dx.doi.org/10.14778/2735461.2735468},
} 

@InProceedings{data-atis-geography-scholar,
  dataset   = {Scholar, and Updated ATIS and Geography},
  author    = {Srinivasan Iyer, Ioannis Konstas, Alvin Cheung, Jayant Krishnamurthy, and Luke Zettlemoyer},
  title     = {Learning a Neural Semantic Parser from User Feedback},
  booktitle = {Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)},
  year      = {2017},
  pages     = {963--973},
  location  = {Vancouver, Canada},
  url       = {http://www.aclweb.org/anthology/P17-1089},
}

@article{data-atis-original,
  dataset   = {ATIS, original},
  author    = {Deborah A. Dahl, Madeleine Bates, Michael Brown, William Fisher, Kate Hunicke-Smith, David Pallett, Christine Pao, Alexander Rudnicky, and Elizabeth Shriber},
  title     = {{Expanding the scope of the ATIS task: The ATIS-3 corpus}},
  journal   = {Proceedings of the workshop on Human Language Technology},
  year      = {1994},
  pages     = {43--48},
  url       = {http://dl.acm.org/citation.cfm?id=1075823},
}

@inproceedings{data-geography-original
  dataset   = {Geography, original},
  author    = {John M. Zelle and Raymond J. Mooney},
  title     = {Learning to Parse Database Queries Using Inductive Logic Programming},
  booktitle = {Proceedings of the Thirteenth National Conference on Artificial Intelligence - Volume 2},
  year      = {1996},
  pages     = {1050--1055},
  location  = {Portland, Oregon},
  url       = {http://dl.acm.org/citation.cfm?id=1864519.1864543},
}

@inproceedings{data-restaurants-logic,
  author    = {Lappoon R. Tang and Raymond J. Mooney},
  title     = {Automated Construction of Database Interfaces: Intergrating Statistical and Relational Learning for Semantic Parsing},
  booktitle = {2000 Joint SIGDAT Conference on Empirical Methods in Natural Language Processing and Very Large Corpora},
  year      = {2000},
  pages     = {133--141},
  location  = {Hong Kong, China},
  url       = {http://www.aclweb.org/anthology/W00-1317},
}

@inproceedings{data-restaurants-original,
 author    = {Ana-Maria Popescu, Oren Etzioni, and Henry Kautz},
 title     = {Towards a Theory of Natural Language Interfaces to Databases},
 booktitle = {Proceedings of the 8th International Conference on Intelligent User Interfaces},
 year      = {2003},
 location  = {Miami, Florida, USA},
 pages     = {149--157},
 url       = {http://doi.acm.org/10.1145/604045.604070},
}

@inproceedings{data-restaurants,
  author    = {Alessandra Giordani and Alessandro Moschitti},
  title     = {Automatic Generation and Reranking of SQL-derived Answers to NL Questions},
  booktitle = {Proceedings of the Second International Conference on Trustworthy Eternal Systems via Evolving Software, Data and Knowledge},
  year      = {2012},
  location  = {Montpellier, France},
  pages     = {59--76},
  url       = {https://doi.org/10.1007/978-3-642-45260-4_5},
}

@InProceedings{data-spider,
  author    = {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},
  title     = {Spider: A Large-Scale Human-Labeled Dataset for Complex and Cross-Domain Semantic Parsing and Text-to-SQL Task},
  booktitle = {Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing},
  year      = {2018},
  location  = {Brussels, Belgium},
  pages     = {3911--3921},
  url       = {http://aclweb.org/anthology/D18-1425},
}

@article{data-wikisql,
  author    = {Victor Zhong, Caiming Xiong, and Richard Socher},
  title     = {Seq2SQL: Generating Structured Queries from Natural Language using Reinforcement Learning},
  year      = {2017},
  journal   = {CoRR},
  volume    = {abs/1709.00103},
}