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Exploring the generalization of a text-to-SQL parser is essential for a system to automatically adapt the real-world databases. Previous works provided investigations focusing on lexical diversity, including the influence of the synonym and…

Artificial Intelligence · Computer Science 2023-01-24 Jieyu Li , Lu Chen , Ruisheng Cao , Su Zhu , Hongshen Xu , Zhi Chen , Hanchong Zhang , Kai Yu

Recognizing the promise of natural language interfaces to databases, prior studies have emphasized the development of text-to-SQL systems. While substantial progress has been made in this field, existing research has concentrated on…

Text-to-SQL is a critical task in natural language processing that aims to transform natural language questions into accurate and executable SQL queries. In real-world scenarios, these reasoning tasks are often accompanied by complex…

Computation and Language · Computer Science 2026-05-29 Tao Liu , Xutao Mao , Hongying Zan , Dixuan Zhang , Yifan Li , Haixin Liu , Lulu Kong , Jiaming Hou , Rui Li , YunLong Li , aoze zheng , Zhiqiang Zhang , Luo Zhewei , Kunli Zhang , Min Peng

In this paper, we study the problem of knowledge-intensive text-to-SQL, in which domain knowledge is necessary to parse expert questions into SQL queries over domain-specific tables. We formalize this scenario by building a new Chinese…

Computation and Language · Computer Science 2023-01-04 Longxu Dou , Yan Gao , Xuqi Liu , Mingyang Pan , Dingzirui Wang , Wanxiang Che , Dechen Zhan , Min-Yen Kan , Jian-Guang Lou

A practical text-to-SQL system should generalize well on a wide variety of natural language questions, unseen database schemas, and novel SQL query structures. To comprehensively evaluate text-to-SQL systems, we introduce a UNIfied…

Query-based document summarization aims to extract or generate a summary of a document which directly answers or is relevant to the search query. It is an important technique that can be beneficial to a variety of applications such as…

Artificial Intelligence · Computer Science 2020-10-29 Mingjun Zhao , Shengli Yan , Bang Liu , Xinwang Zhong , Qian Hao , Haolan Chen , Di Niu , Bowei Long , Weidong Guo

The existing text-to-SQL systems have made significant progress in SQL query generation, but they still face numerous challenges. Existing systems often lack retrieval capabilities for open-domain databases, requiring users to manually…

Computation and Language · Computer Science 2025-04-15 Keyan Xu , Dingzirui Wang , Xuanliang Zhang , Qingfu Zhu , Wanxiang Che

Electronic Health Records (EHRs) are relational databases that store the entire medical histories of patients within hospitals. They record numerous aspects of patients' medical care, from hospital admission and diagnosis to treatment and…

Computation and Language · Computer Science 2024-05-24 Gyubok Lee , Sunjun Kweon , Seongsu Bae , Edward Choi

Human conversations are complicated and building a human-like dialogue agent is an extremely challenging task. With the rapid development of deep learning techniques, data-driven models become more and more prevalent which need a huge…

Computation and Language · Computer Science 2020-03-25 Meng Chen , Ruixue Liu , Lei Shen , Shaozu Yuan , Jingyan Zhou , Youzheng Wu , Xiaodong He , Bowen Zhou

We introduce Falcon, a cross-domain Chinese text-to-SQL benchmark grounded in an enterprise-compatible dialect (MaxCompute/Hive). It contains 600 Chinese questions over 28 databases; 77% require multi-table reasoning and over half touch…

Computation and Language · Computer Science 2025-10-30 Wenzhen Luo , Wei Guan , Yifan Yao , Yimin Pan , Feng Wang , Zhipeng Yu , Zhe Wen , Liang Chen , Yihong Zhuang

Scientific literature serves as a high-quality corpus, supporting a lot of Natural Language Processing (NLP) research. However, existing datasets are centered around the English language, which restricts the development of Chinese…

Computation and Language · Computer Science 2022-09-13 Yudong Li , Yuqing Zhang , Zhe Zhao , Linlin Shen , Weijie Liu , Weiquan Mao , Hui Zhang

Text simplification aims to make the text easier to understand by applying rewriting transformations. There has been very little research on Chinese text simplification for a long time. The lack of generic evaluation data is an essential…

Computation and Language · Computer Science 2024-06-06 Ruining Chong , Luming Lu , Liner Yang , Jinran Nie , Zhenghao Liu , Shuo Wang , Shuhan Zhou , Yaoxin Li , Erhong Yang

Sentence Simplification is a valuable technique that can benefit language learners and children a lot. However, current research focuses more on English sentence simplification. The development of Chinese sentence simplification is…

Computation and Language · Computer Science 2023-06-08 Shiping Yang , Renliang Sun , Xiaojun Wan

Dialogue summarization has drawn much attention recently. Especially in the customer service domain, agents could use dialogue summaries to help boost their works by quickly knowing customer's issues and service progress. These applications…

Computation and Language · Computer Science 2021-09-07 Haitao Lin , Liqun Ma , Junnan Zhu , Lu Xiang , Yu Zhou , Jiajun Zhang , Chengqing Zong

Converting text into the structured query language (Text2SQL) is a research hotspot in the field of natural language processing (NLP), which has broad application prospects. In the era of big data, the use of databases has penetrated all…

Computation and Language · Computer Science 2023-05-19 Ran Shen , Gang Sun , Hao Shen , Yiling Li , Liangfeng Jin , Han Jiang

We present a new text-to-SQL dataset for electronic health records (EHRs). The utterances were collected from 222 hospital staff members, including physicians, nurses, and insurance review and health records teams. To construct the QA…

Computation and Language · Computer Science 2026-03-06 Gyubok Lee , Hyeonji Hwang , Seongsu Bae , Yeonsu Kwon , Woncheol Shin , Seongjun Yang , Minjoon Seo , Jong-Yeup Kim , Edward Choi

Text-to-SQL has attracted attention from both the natural language processing and database communities because of its ability to convert the semantics in natural language into SQL queries and its practical application in building natural…

Computation and Language · Computer Science 2022-08-23 Naihao Deng , Yulong Chen , Yue Zhang

Complex Knowledge Base Question Answering is a popular area of research in the past decade. Recent public datasets have led to encouraging results in this field, but are mostly limited to English and only involve a small number of question…

Computation and Language · Computer Science 2021-11-12 Jianyun Zou , Min Yang , Lichao Zhang , Yechen Xu , Qifan Pan , Fengqing Jiang , Ran Qin , Shushu Wang , Yifan He , Songfang Huang , Zhou Zhao

Content Warning: This work contains examples that potentially implicate stereotypes, associations, and other harms that could be offensive to individuals in certain social groups.} Large pre-trained language models are acknowledged to carry…

Computation and Language · Computer Science 2023-06-08 Yan Liu , Yan Gao , Zhe Su , Xiaokang Chen , Elliott Ash , Jian-Guang Lou

Conversational text-to-SQL aims at converting multi-turn natural language queries into their corresponding SQL (Structured Query Language) representations. One of the most intractable problems of conversational text-to-SQL is modelling the…

Computation and Language · Computer Science 2022-07-27 Yuntao Li , Hanchu Zhang , Yutian Li , Sirui Wang , Wei Wu , Yan Zhang