Datasets:
Tasks:
Question Answering
Languages:
English
Size:
10K<n<100K
ArXiv:
Tags:
table-question-answering
License:
albertvillanova
HF staff
Convert dataset sizes from base 2 to base 10 in the dataset card (#2)
d39cd16
| annotations_creators: | |
| - crowdsourced | |
| language_creators: | |
| - found | |
| language: | |
| - en | |
| license: | |
| - cc-by-4.0 | |
| multilinguality: | |
| - monolingual | |
| paperswithcode_id: null | |
| pretty_name: WikiTableQuestions | |
| size_categories: | |
| - 10K<n<100K | |
| source_datasets: | |
| - original | |
| task_categories: | |
| - question-answering | |
| task_ids: [] | |
| tags: | |
| - table-question-answering | |
| dataset_info: | |
| - config_name: random-split-1 | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: question | |
| dtype: string | |
| - name: answers | |
| sequence: string | |
| - name: table | |
| struct: | |
| - name: header | |
| sequence: string | |
| - name: rows | |
| sequence: | |
| sequence: string | |
| - name: name | |
| dtype: string | |
| splits: | |
| - name: train | |
| num_bytes: 30364389 | |
| num_examples: 11321 | |
| - name: test | |
| num_bytes: 11423506 | |
| num_examples: 4344 | |
| - name: validation | |
| num_bytes: 7145768 | |
| num_examples: 2831 | |
| download_size: 29267445 | |
| dataset_size: 48933663 | |
| - config_name: random-split-2 | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: question | |
| dtype: string | |
| - name: answers | |
| sequence: string | |
| - name: table | |
| struct: | |
| - name: header | |
| sequence: string | |
| - name: rows | |
| sequence: | |
| sequence: string | |
| - name: name | |
| dtype: string | |
| splits: | |
| - name: train | |
| num_bytes: 30098954 | |
| num_examples: 11314 | |
| - name: test | |
| num_bytes: 11423506 | |
| num_examples: 4344 | |
| - name: validation | |
| num_bytes: 7411203 | |
| num_examples: 2838 | |
| download_size: 29267445 | |
| dataset_size: 48933663 | |
| - config_name: random-split-3 | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: question | |
| dtype: string | |
| - name: answers | |
| sequence: string | |
| - name: table | |
| struct: | |
| - name: header | |
| sequence: string | |
| - name: rows | |
| sequence: | |
| sequence: string | |
| - name: name | |
| dtype: string | |
| splits: | |
| - name: train | |
| num_bytes: 28778697 | |
| num_examples: 11314 | |
| - name: test | |
| num_bytes: 11423506 | |
| num_examples: 4344 | |
| - name: validation | |
| num_bytes: 8731460 | |
| num_examples: 2838 | |
| download_size: 29267445 | |
| dataset_size: 48933663 | |
| - config_name: random-split-4 | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: question | |
| dtype: string | |
| - name: answers | |
| sequence: string | |
| - name: table | |
| struct: | |
| - name: header | |
| sequence: string | |
| - name: rows | |
| sequence: | |
| sequence: string | |
| - name: name | |
| dtype: string | |
| splits: | |
| - name: train | |
| num_bytes: 30166421 | |
| num_examples: 11321 | |
| - name: test | |
| num_bytes: 11423506 | |
| num_examples: 4344 | |
| - name: validation | |
| num_bytes: 7343736 | |
| num_examples: 2831 | |
| download_size: 29267445 | |
| dataset_size: 48933663 | |
| - config_name: random-split-5 | |
| features: | |
| - name: id | |
| dtype: string | |
| - name: question | |
| dtype: string | |
| - name: answers | |
| sequence: string | |
| - name: table | |
| struct: | |
| - name: header | |
| sequence: string | |
| - name: rows | |
| sequence: | |
| sequence: string | |
| - name: name | |
| dtype: string | |
| splits: | |
| - name: train | |
| num_bytes: 30333964 | |
| num_examples: 11316 | |
| - name: test | |
| num_bytes: 11423506 | |
| num_examples: 4344 | |
| - name: validation | |
| num_bytes: 7176193 | |
| num_examples: 2836 | |
| download_size: 29267445 | |
| dataset_size: 48933663 | |
| # Dataset Card for WikiTableQuestions | |
| ## Table of Contents | |
| - [Dataset Description](#dataset-description) | |
| - [Dataset Summary](#dataset-summary) | |
| - [Supported Tasks](#supported-tasks-and-leaderboards) | |
| - [Languages](#languages) | |
| - [Dataset Structure](#dataset-structure) | |
| - [Data Instances](#data-instances) | |
| - [Data Fields](#data-instances) | |
| - [Data Splits](#data-instances) | |
| - [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) | |
| ## Dataset Description | |
| - **Homepage:** [WikiTableQuestions homepage](https://nlp.stanford.edu/software/sempre/wikitable) | |
| - **Repository:** [WikiTableQuestions repository](https://github.com/ppasupat/WikiTableQuestions) | |
| - **Paper:** [Compositional Semantic Parsing on Semi-Structured Tables](https://arxiv.org/abs/1508.00305) | |
| - **Leaderboard:** [WikiTableQuestions leaderboard on PaperWithCode](https://paperswithcode.com/dataset/wikitablequestions) | |
| - **Point of Contact:** [Needs More Information] | |
| ### Dataset Summary | |
| The WikiTableQuestions dataset is a large-scale dataset for the task of question answering on semi-structured tables. | |
| ### Supported Tasks and Leaderboards | |
| question-answering, table-question-answering | |
| ### Languages | |
| en | |
| ## Dataset Structure | |
| ### Data Instances | |
| #### default | |
| - **Size of downloaded dataset files:** 29.27 MB | |
| - **Size of the generated dataset:** 47.90 MB | |
| - **Total amount of disk used:** 77.18 MB | |
| An example of 'validation' looks as follows: | |
| ``` | |
| { | |
| "id": "nt-0", | |
| "question": "what was the last year where this team was a part of the usl a-league?", | |
| "answers": ["2004"], | |
| "table": { | |
| "header": ["Year", "Division", "League", ...], | |
| "name": "csv/204-csv/590.csv", | |
| "rows": [ | |
| ["2001", "2", "USL A-League", ...], | |
| ["2002", "2", "USL A-League", ...], | |
| ... | |
| ] | |
| } | |
| } | |
| ``` | |
| ### Data Fields | |
| The data fields are the same among all splits. | |
| #### default | |
| - `id`: a `string` feature. | |
| - `question`: a `string` feature. | |
| - `answers`: a `list` of `string` feature. | |
| - `table`: a dictionary feature containing: | |
| - `header`: a `list` of `string` features. | |
| - `rows`: a `list` of `list` of `string` features: | |
| - `name`: a `string` feature. | |
| ### Data Splits | |
| | name |train|validation|test | | |
| |-------|----:|---------:|----:| | |
| |default|11321| 2831|4344| | |
| ## Dataset Creation | |
| ### Curation Rationale | |
| [Needs More Information] | |
| ### Source Data | |
| #### Initial Data Collection and Normalization | |
| [Needs More Information] | |
| #### Who are the source language producers? | |
| [Needs More Information] | |
| ### Annotations | |
| #### Annotation process | |
| [Needs More Information] | |
| #### Who are the annotators? | |
| [Needs More Information] | |
| ### Personal and Sensitive Information | |
| [Needs More Information] | |
| ## Considerations for Using the Data | |
| ### Social Impact of Dataset | |
| [Needs More Information] | |
| ### Discussion of Biases | |
| [Needs More Information] | |
| ### Other Known Limitations | |
| [Needs More Information] | |
| ## Additional Information | |
| ### Dataset Curators | |
| Panupong Pasupat and Percy Liang | |
| ### Licensing Information | |
| Creative Commons Attribution Share Alike 4.0 International | |
| ### Citation Information | |
| ``` | |
| @inproceedings{pasupat-liang-2015-compositional, | |
| title = "Compositional Semantic Parsing on Semi-Structured Tables", | |
| author = "Pasupat, Panupong and Liang, Percy", | |
| booktitle = "Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing (Volume 1: Long Papers)", | |
| month = jul, | |
| year = "2015", | |
| address = "Beijing, China", | |
| publisher = "Association for Computational Linguistics", | |
| url = "https://aclanthology.org/P15-1142", | |
| doi = "10.3115/v1/P15-1142", | |
| pages = "1470--1480", | |
| } | |
| ``` | |
| ### Contributions | |
| Thanks to [@SivilTaram](https://github.com/SivilTaram) for adding this dataset. |