albertvillanova
HF staff
Convert dataset sizes from base 2 to base 10 in the dataset card (#3)
4fdf0ce
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. |