Datasets:
math_qa

	---
	annotations_creators:
	- crowdsourced
	language:
	- en
	language_creators:
	- crowdsourced
	- expert-generated
	license:
	- apache-2.0
	multilinguality:
	- monolingual
	pretty_name: MathQA
	size_categories:
	- 10K<n<100K
	source_datasets:
	- extended\|aqua_rat
	task_categories:
	- question-answering
	task_ids:
	- multiple-choice-qa
	paperswithcode_id: mathqa
	dataset_info:
	features:
	- name: Problem
	dtype: string
	- name: Rationale
	dtype: string
	- name: options
	dtype: string
	- name: correct
	dtype: string
	- name: annotated_formula
	dtype: string
	- name: linear_formula
	dtype: string
	- name: category
	dtype: string
	splits:
	- name: test
	num_bytes: 1844184
	num_examples: 2985
	- name: train
	num_bytes: 18368826
	num_examples: 29837
	- name: validation
	num_bytes: 2752969
	num_examples: 4475
	download_size: 7302821
	dataset_size: 22965979
	---

	# Dataset Card for MathQA

	## 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://math-qa.github.io/math-QA/](https://math-qa.github.io/math-QA/)
	- Repository: [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
	- Paper: [MathQA: Towards Interpretable Math Word Problem Solving with Operation-Based Formalisms](https://aclanthology.org/N19-1245/)
	- Point of Contact: [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
	- Size of downloaded dataset files: 7.30 MB
	- Size of the generated dataset: 22.96 MB
	- Total amount of disk used: 30.27 MB

	### Dataset Summary

	We introduce a large-scale dataset of math word problems.

	Our dataset is gathered by using a new representation language to annotate over the AQuA-RAT dataset with fully-specified operational programs.

	AQuA-RAT has provided the questions, options, rationale, and the correct options.

	### Supported Tasks and Leaderboards

	[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

	### Languages

	[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

	## Dataset Structure

	### Data Instances

	#### default

	- Size of downloaded dataset files: 7.30 MB
	- Size of the generated dataset: 22.96 MB
	- Total amount of disk used: 30.27 MB

	An example of 'train' looks as follows.
	```
	{
	"Problem": "a multiple choice test consists of 4 questions , and each question has 5 answer choices . in how many r ways can the test be completed if every question is unanswered ?",
	"Rationale": "\"5 choices for each of the 4 questions , thus total r of 5 * 5 * 5 * 5 = 5 ^ 4 = 625 ways to answer all of them . answer : c .\"",
	"annotated_formula": "power(5, 4)",
	"category": "general",
	"correct": "c",
	"linear_formula": "power(n1,n0)\|",
	"options": "a ) 24 , b ) 120 , c ) 625 , d ) 720 , e ) 1024"
	}
	```

	### Data Fields

	The data fields are the same among all splits.

	#### default
	- `Problem`: a `string` feature.
	- `Rationale`: a `string` feature.
	- `options`: a `string` feature.
	- `correct`: a `string` feature.
	- `annotated_formula`: a `string` feature.
	- `linear_formula`: a `string` feature.
	- `category`: a `string` feature.

	### Data Splits

	\| name \|train\|validation\|test\|
	\|-------\|----:\|---------:\|---:\|
	\|default\|29837\| 4475\|2985\|

	## Dataset Creation

	### Curation Rationale

	[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

	### Source Data

	#### Initial Data Collection and Normalization

	[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

	#### Who are the source language producers?

	[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

	### Annotations

	#### Annotation process

	[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

	#### Who are the annotators?

	[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

	### Personal and Sensitive Information

	[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

	## Considerations for Using the Data

	### Social Impact of Dataset

	[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

	### Discussion of Biases

	[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

	### Other Known Limitations

	[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

	## Additional Information

	### Dataset Curators

	[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)

	### Licensing Information

	The dataset is licensed under the [Apache License, Version 2.0](http://www.apache.org/licenses/LICENSE-2.0).

	### Citation Information

	```
	@inproceedings{amini-etal-2019-mathqa,
	title = "{M}ath{QA}: Towards Interpretable Math Word Problem Solving with Operation-Based Formalisms",
	author = "Amini, Aida and
	Gabriel, Saadia and
	Lin, Shanchuan and
	Koncel-Kedziorski, Rik and
	Choi, Yejin and
	Hajishirzi, Hannaneh",
	booktitle = "Proceedings of the 2019 Conference of the North {A}merican Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long and Short Papers)",
	month = jun,
	year = "2019",
	address = "Minneapolis, Minnesota",
	publisher = "Association for Computational Linguistics",
	url = "https://aclanthology.org/N19-1245",
	doi = "10.18653/v1/N19-1245",
	pages = "2357--2367",
	}
	```


	### Contributions

	Thanks to [@thomwolf](https://github.com/thomwolf), [@lewtun](https://github.com/lewtun), [@patrickvonplaten](https://github.com/patrickvonplaten) for adding this dataset.