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	---
	paperswithcode_id: matinf
	pretty_name: Maternal and Infant Dataset
	dataset_info:
	- config_name: age_classification
	features:
	- name: question
	dtype: string
	- name: description
	dtype: string
	- name: label
	dtype:
	class_label:
	names:
	'0': 0-1岁
	'1': 1-2岁
	'2': 2-3岁
	- name: id
	dtype: int32
	splits:
	- name: train
	num_bytes: 33901977
	num_examples: 134852
	- name: test
	num_bytes: 9616194
	num_examples: 38318
	- name: validation
	num_bytes: 4869685
	num_examples: 19323
	download_size: 0
	dataset_size: 48387856
	- config_name: topic_classification
	features:
	- name: question
	dtype: string
	- name: description
	dtype: string
	- name: label
	dtype:
	class_label:
	names:
	'0': 产褥期保健
	'1': 儿童过敏
	'2': 动作发育
	'3': 婴幼保健
	'4': 婴幼心理
	'5': 婴幼早教
	'6': 婴幼期喂养
	'7': 婴幼营养
	'8': 孕期保健
	'9': 家庭教育
	'10': 幼儿园
	'11': 未准父母
	'12': 流产和不孕
	'13': 疫苗接种
	'14': 皮肤护理
	'15': 宝宝上火
	'16': 腹泻
	'17': 婴幼常见病
	- name: id
	dtype: int32
	splits:
	- name: train
	num_bytes: 153326538
	num_examples: 613036
	- name: test
	num_bytes: 43877443
	num_examples: 175363
	- name: validation
	num_bytes: 21834951
	num_examples: 87519
	download_size: 0
	dataset_size: 219038932
	- config_name: summarization
	features:
	- name: description
	dtype: string
	- name: question
	dtype: string
	- name: id
	dtype: int32
	splits:
	- name: train
	num_bytes: 181245403
	num_examples: 747888
	- name: test
	num_bytes: 51784189
	num_examples: 213681
	- name: validation
	num_bytes: 25849900
	num_examples: 106842
	download_size: 0
	dataset_size: 258879492
	- config_name: qa
	features:
	- name: question
	dtype: string
	- name: answer
	dtype: string
	- name: id
	dtype: int32
	splits:
	- name: train
	num_bytes: 188047511
	num_examples: 747888
	- name: test
	num_bytes: 53708532
	num_examples: 213681
	- name: validation
	num_bytes: 26931809
	num_examples: 106842
	download_size: 0
	dataset_size: 268687852
	---

	# Dataset Card for "matinf"

	## 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://github.com/WHUIR/MATINF](https://github.com/WHUIR/MATINF)
	- Repository: [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
	- Paper: [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
	- 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: 0.00 MB
	- Size of the generated dataset: 795.00 MB
	- Total amount of disk used: 795.00 MB

	### Dataset Summary

	MATINF is the first jointly labeled large-scale dataset for classification, question answering and summarization.
	MATINF contains 1.07 million question-answer pairs with human-labeled categories and user-generated question
	descriptions. Based on such rich information, MATINF is applicable for three major NLP tasks, including classification,
	question answering, and summarization. We benchmark existing methods and a novel multi-task baseline over MATINF to
	inspire further research. Our comprehensive comparison and experiments over MATINF and other datasets demonstrate the
	merits held by MATINF.

	### 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

	#### age_classification

	- Size of downloaded dataset files: 0.00 MB
	- Size of the generated dataset: 48.39 MB
	- Total amount of disk used: 48.39 MB

	An example of 'validation' looks as follows.
	```
	This example was too long and was cropped:

	{
	"description": "\"6个月的时候去儿宝检查，医生说宝宝的分胯动作做的不好，说最好去儿童医院看看，但我家宝宝很好，感觉没有什么不正常啊，请教一下，分胯做的不好，有什么不好吗？\"...",
	"id": 88016,
	"label": 0,
	"question": "医生说宝宝的分胯动作不好"
	}
	```

	#### qa

	- Size of downloaded dataset files: 0.00 MB
	- Size of the generated dataset: 268.69 MB
	- Total amount of disk used: 268.69 MB

	An example of 'train' looks as follows.
	```
	This example was too long and was cropped:

	{
	"answer": "\"我一个同学的孩子就是发现了肾积水，治疗了一段时间，结果还是越来越多，没办法就打掉了。虽然舍不得，但是还是要忍痛割爱，不然以后孩子真的有问题，大人和孩子都受罪。不过，这个最后的决定还要你自己做，毕竟是你的宝宝。，、、、、\"...",
	"id": 536714,
	"question": "孕5个月检查右侧肾积水孩子能要吗？"
	}
	```

	#### summarization

	- Size of downloaded dataset files: 0.00 MB
	- Size of the generated dataset: 258.88 MB
	- Total amount of disk used: 258.88 MB

	An example of 'train' looks as follows.
	```
	This example was too long and was cropped:

	{
	"description": "\"宝宝有中度HIE，但原因未查明，这是他出生后脸上红的几道，嘴唇深红近紫，请问这是像缺氧的表现吗？\"...",
	"id": 173649,
	"question": "宝宝脸上红的几道嘴唇深红近紫是像缺氧的表现吗？"
	}
	```

	#### topic_classification

	- Size of downloaded dataset files: 0.00 MB
	- Size of the generated dataset: 219.04 MB
	- Total amount of disk used: 219.04 MB

	An example of 'train' looks as follows.
	```
	{
	"description": "媳妇怀孕五个月了经检查右侧肾积水、过了半月左侧也出现肾积水、她要拿掉孩子、怎么办？",
	"id": 536714,
	"label": 8,
	"question": "孕5个月检查右侧肾积水孩子能要吗？"
	}
	```

	### Data Fields

	The data fields are the same among all splits.

	#### age_classification
	- `question`: a `string` feature.
	- `description`: a `string` feature.
	- `label`: a classification label, with possible values including `0-1岁` (0), `1-2岁` (1), `2-3岁` (2).
	- `id`: a `int32` feature.

	#### qa
	- `question`: a `string` feature.
	- `answer`: a `string` feature.
	- `id`: a `int32` feature.

	#### summarization
	- `description`: a `string` feature.
	- `question`: a `string` feature.
	- `id`: a `int32` feature.

	#### topic_classification
	- `question`: a `string` feature.
	- `description`: a `string` feature.
	- `label`: a classification label, with possible values including `产褥期保健` (0), `儿童过敏` (1), `动作发育` (2), `婴幼保健` (3), `婴幼心理` (4).
	- `id`: a `int32` feature.

	### Data Splits

	\| name \|train \|validation\| test \|
	\|--------------------\|-----:\|---------:\|-----:\|
	\|age_classification \|134852\| 19323\| 38318\|
	\|qa \|747888\| 106842\|213681\|
	\|summarization \|747888\| 106842\|213681\|
	\|topic_classification\|613036\| 87519\|175363\|

	## 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

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

	### Citation Information

	```
	@inproceedings{xu-etal-2020-matinf,
	title = "{MATINF}: A Jointly Labeled Large-Scale Dataset for Classification, Question Answering and Summarization",
	author = "Xu, Canwen and
	Pei, Jiaxin and
	Wu, Hongtao and
	Liu, Yiyu and
	Li, Chenliang",
	booktitle = "Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics",
	month = jul,
	year = "2020",
	address = "Online",
	publisher = "Association for Computational Linguistics",
	url = "https://www.aclweb.org/anthology/2020.acl-main.330",
	pages = "3586--3596",
	}

	```


	### Contributions

	Thanks to [@JetRunner](https://github.com/JetRunner) for adding this dataset.