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The cross-domain text-to-SQL task aims to build a system that can parse user questions into SQL on complete unseen databases, and the single-domain text-to-SQL task evaluates the performance on identical databases. Both of these setups…

Computation and Language · Computer Science 2023-05-26 Hanchong Zhang , Jieyu Li , Lu Chen , Ruisheng Cao , Yunyan Zhang , Yu Huang , Yefeng Zheng , Kai Yu

Parsing natural language to corresponding SQL (NL2SQL) with data driven approaches like deep neural networks attracts much attention in recent years. Existing NL2SQL datasets assume that condition values should appear exactly in natural…

Databases · Computer Science 2020-06-12 Ningyuan Sun , Xuefeng Yang , Yunfeng Liu

There are three problems existing in the popular data-to-text datasets. First, the large-scale datasets either contain noise or lack real application scenarios. Second, the datasets close to real applications are relatively small in size.…

Computation and Language · Computer Science 2023-06-21 Liang Li , Ruiying Geng , Chengyang Fang , Bing Li , Can Ma , Rongyu Cao , Binhua Li , Fei Huang , Yongbin Li

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

The task of semantic parsing is highly useful for dialogue and question answering systems. Many datasets have been proposed to map natural language text into SQL, among which the recent Spider dataset provides cross-domain samples with…

Computation and Language · Computer Science 2019-10-17 Qingkai Min , Yuefeng Shi , Yue Zhang

Advances in large language models have accelerated progress in text-to-SQL, methods for converting natural language queries into valid SQL queries. A key bottleneck for developing generalizable text-to-SQL models is the lack of large-scale…

Information Retrieval · Computer Science 2026-02-27 Cornelius Wolff , Daniel Gomm , Madelon Hulsebos

We present Spider, a large-scale, complex and cross-domain semantic parsing and text-to-SQL dataset annotated by 11 college students. It consists of 10,181 questions and 5,693 unique complex SQL queries on 200 databases with multiple…

Computation and Language · Computer Science 2019-02-05 Tao Yu , Rui Zhang , Kai Yang , Michihiro Yasunaga , Dongxu Wang , Zifan Li , James Ma , Irene Li , Qingning Yao , Shanelle Roman , Zilin Zhang , Dragomir Radev

In this paper, we present CSCD-NS, the first Chinese spelling check (CSC) dataset designed for native speakers, containing 40,000 samples from a Chinese social platform. Compared with existing CSC datasets aimed at Chinese learners, CSCD-NS…

Computation and Language · Computer Science 2024-05-24 Yong Hu , Fandong Meng , Jie Zhou

This paper presents BSTC (Baidu Speech Translation Corpus), a large-scale Chinese-English speech translation dataset. This dataset is constructed based on a collection of licensed videos of talks or lectures, including about 68 hours of…

Computation and Language · Computer Science 2021-04-28 Ruiqing Zhang , Xiyang Wang , Chuanqiang Zhang , Zhongjun He , Hua Wu , Zhi Li , Haifeng Wang , Ying Chen , Qinfei Li

Text-to-SQL semantic parsing is an important NLP task, which greatly facilitates the interaction between users and the database and becomes the key component in many human-computer interaction systems. Much recent progress in text-to-SQL…

Computation and Language · Computer Science 2022-12-29 Longxu Dou , Yan Gao , Mingyang Pan , Dingzirui Wang , Wanxiang Che , Dechen Zhan , Jian-Guang Lou

We present Archer, a challenging bilingual text-to-SQL dataset specific to complex reasoning, including arithmetic, commonsense and hypothetical reasoning. It contains 1,042 English questions and 1,042 Chinese questions, along with 521…

Computation and Language · Computer Science 2024-02-27 Danna Zheng , Mirella Lapata , Jeff Z. Pan

Most available semantic parsing datasets, comprising of pairs of natural utterances and logical forms, were collected solely for the purpose of training and evaluation of natural language understanding systems. As a result, they do not…

Computation and Language · Computer Science 2021-06-10 Moshe Hazoom , Vibhor Malik , Ben Bogin

Several large-scale datasets (e.g., WikiSQL, Spider) for developing natural language interfaces to databases have recently been proposed. These datasets cover a wide breadth of domains but fall short on some essential domains, such as…

Computation and Language · Computer Science 2024-06-13 Rahul Kumar , Amar Raja Dibbu , Shrutendra Harsola , Vignesh Subrahmaniam , Ashutosh Modi

We present RACE, a new dataset for benchmark evaluation of methods in the reading comprehension task. Collected from the English exams for middle and high school Chinese students in the age range between 12 to 18, RACE consists of near…

Computation and Language · Computer Science 2017-12-07 Guokun Lai , Qizhe Xie , Hanxiao Liu , Yiming Yang , Eduard Hovy

Text-to-Table aims to generate structured tables to convey the key information from unstructured documents. Existing text-to-table datasets are typically oriented English, limiting the research in non-English languages. Meanwhile, the…

Computation and Language · Computer Science 2024-05-21 Haoxiang Shi , Jiaan Wang , Jiarong Xu , Cen Wang , Tetsuya Sakai

The advancements of neural dialogue generation models show promising results on modeling short-text conversations. However, training such models usually needs a large-scale high-quality dialogue corpus, which is hard to access. In this…

Computation and Language · Computer Science 2022-04-27 Yida Wang , Pei Ke , Yinhe Zheng , Kaili Huang , Yong Jiang , Xiaoyan Zhu , Minlie Huang

Compared to news and chat summarization, the development of meeting summarization is hugely decelerated by the limited data. To this end, we introduce a versatile Chinese meeting summarization dataset, dubbed VCSum, consisting of 239…

Computation and Language · Computer Science 2023-05-16 Han Wu , Mingjie Zhan , Haochen Tan , Zhaohui Hou , Ding Liang , Linqi Song

Owing to the continuous efforts by the Chinese NLP community, more and more Chinese machine reading comprehension datasets become available. To add diversity in this area, in this paper, we propose a new task called Sentence Cloze-style…

Computation and Language · Computer Science 2021-05-17 Yiming Cui , Ting Liu , Ziqing Yang , Zhipeng Chen , Wentao Ma , Wanxiang Che , Shijin Wang , Guoping Hu

We present SParC, a dataset for cross-domainSemanticParsing inContext that consists of 4,298 coherent question sequences (12k+ individual questions annotated with SQL queries). It is obtained from controlled user interactions with 200…

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