| | --- |
| | 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:** 758.17 MB |
| | - **Total amount of disk used:** 758.17 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:** 46.15 MB |
| | - **Total amount of disk used:** 46.15 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:** 256.24 MB |
| | - **Total amount of disk used:** 256.24 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:** 246.89 MB |
| | - **Total amount of disk used:** 246.89 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:** 208.89 MB |
| | - **Total amount of disk used:** 208.89 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. |
