Datasets:
Tasks:
Text2Text Generation
Modalities:
Text
Formats:
parquet
Languages:
English
Size:
1K - 10K
ArXiv:
Tags:
text-to-sql
License:
annotations_creators: | |
- expert-generated | |
language_creators: | |
- expert-generated | |
- machine-generated | |
languages: | |
- en | |
licenses: | |
- cc-by-4-0 | |
multilinguality: | |
- monolingual | |
size_categories: | |
- 1K<n<10K | |
source_datasets: | |
- original | |
task_categories: | |
- conditional-text-generation | |
task_ids: | |
- other-structured-to-text | |
paperswithcode_id: spider-1 | |
pretty_name: Spider | |
# Dataset Card for Spider | |
## Table of Contents | |
- [Dataset Description](#dataset-description) | |
- [Dataset Summary](#dataset-summary) | |
- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) | |
- [Languages](#languages) | |
- [Dataset Structure](#dataset-structure) | |
- [Data Instances](#data-instances) | |
- [Data Fields](#data-fields) | |
- [Data Splits](#data-splits) | |
- [Dataset Creation](#dataset-creation) | |
- [Curation Rationale](#curation-rationale) | |
- [Source Data](#source-data) | |
- [Annotations](#annotations) | |
- [Personal and Sensitive Information](#personal-and-sensitive-information) | |
- [Considerations for Using the Data](#considerations-for-using-the-data) | |
- [Social Impact of Dataset](#social-impact-of-dataset) | |
- [Discussion of Biases](#discussion-of-biases) | |
- [Other Known Limitations](#other-known-limitations) | |
- [Additional Information](#additional-information) | |
- [Dataset Curators](#dataset-curators) | |
- [Licensing Information](#licensing-information) | |
- [Citation Information](#citation-information) | |
- [Contributions](#contributions) | |
## Dataset Description | |
- **Homepage:** https://yale-lily.github.io/spider | |
- **Repository:** https://github.com/taoyds/spider | |
- **Paper:** https://www.aclweb.org/anthology/D18-1425/ | |
- **Point of Contact:** [Yale LILY](https://yale-lily.github.io/) | |
### Dataset Summary | |
Spider is a large-scale complex and cross-domain semantic parsing and text-to-SQL dataset annotated by 11 Yale students | |
The goal of the Spider challenge is to develop natural language interfaces to cross-domain databases | |
### Supported Tasks and Leaderboards | |
The leaderboard can be seen at https://yale-lily.github.io/spider | |
### Languages | |
The text in the dataset is in English. | |
## Dataset Structure | |
### Data Instances | |
**What do the instances that comprise the dataset represent?** | |
Each instance is natural language question and the equivalent SQL query | |
**How many instances are there in total?** | |
**What data does each instance consist of?** | |
[More Information Needed] | |
### Data Fields | |
* **db_id**: Database name | |
* **question**: Natural language to interpret into SQL | |
* **query**: Target SQL query | |
* **query_toks**: List of tokens for the query | |
* **query_toks_no_value**: List of tokens for the query | |
* **question_toks**: List of tokens for the question | |
### Data Splits | |
**train**: 7000 questions and SQL query pairs | |
**dev**: 1034 question and SQL query pairs | |
[More Information Needed] | |
## Dataset Creation | |
### Curation Rationale | |
[More Information Needed] | |
### Source Data | |
#### Initial Data Collection and Normalization | |
#### Who are the source language producers? | |
[More Information Needed] | |
### Annotations | |
The dataset was annotated by 11 college students at Yale University | |
#### Annotation process | |
#### Who are the annotators? | |
### Personal and Sensitive Information | |
[More Information Needed] | |
## Considerations for Using the Data | |
### Social Impact of Dataset | |
### Discussion of Biases | |
[More Information Needed] | |
### Other Known Limitations | |
## Additional Information | |
The listed authors in the homepage are maintaining/supporting the dataset. | |
### Dataset Curators | |
[More Information Needed] | |
### Licensing Information | |
The spider dataset is licensed under | |
the [CC BY-SA 4.0](https://creativecommons.org/licenses/by-sa/4.0/legalcode) | |
[More Information Needed] | |
### Citation Information | |
``` | |
@article{yu2018spider, | |
title={Spider: A large-scale human-labeled dataset for complex and cross-domain semantic parsing and text-to-sql task}, | |
author={Yu, Tao and Zhang, Rui and Yang, Kai and Yasunaga, Michihiro and Wang, Dongxu and Li, Zifan and Ma, James and Li, Irene and Yao, Qingning and Roman, Shanelle and others}, | |
journal={arXiv preprint arXiv:1809.08887}, | |
year={2018} | |
} | |
``` | |
### Contributions | |
Thanks to [@olinguyen](https://github.com/olinguyen) for adding this dataset. | |