matinf / README.md
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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
'1': 1-2
'2': 2-3
- 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.