--- 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.