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paperswithcode_id: matinf |
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pretty_name: Maternal and Infant Dataset |
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--- |
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# Dataset Card for "matinf" |
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## Table of Contents |
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- [Dataset Description](#dataset-description) |
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- [Dataset Summary](#dataset-summary) |
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- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) |
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- [Languages](#languages) |
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- [Dataset Structure](#dataset-structure) |
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- [Data Instances](#data-instances) |
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- [Data Fields](#data-fields) |
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- [Data Splits](#data-splits) |
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- [Dataset Creation](#dataset-creation) |
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- [Curation Rationale](#curation-rationale) |
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- [Source Data](#source-data) |
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- [Annotations](#annotations) |
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- [Personal and Sensitive Information](#personal-and-sensitive-information) |
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- [Considerations for Using the Data](#considerations-for-using-the-data) |
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- [Social Impact of Dataset](#social-impact-of-dataset) |
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- [Discussion of Biases](#discussion-of-biases) |
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- [Other Known Limitations](#other-known-limitations) |
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- [Additional Information](#additional-information) |
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- [Dataset Curators](#dataset-curators) |
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- [Licensing Information](#licensing-information) |
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- [Citation Information](#citation-information) |
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- [Contributions](#contributions) |
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## Dataset Description |
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- **Homepage:** [https://github.com/WHUIR/MATINF](https://github.com/WHUIR/MATINF) |
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- **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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- **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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- **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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- **Size of downloaded dataset files:** 0.00 MB |
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- **Size of the generated dataset:** 758.17 MB |
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- **Total amount of disk used:** 758.17 MB |
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### Dataset Summary |
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MATINF is the first jointly labeled large-scale dataset for classification, question answering and summarization. |
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MATINF contains 1.07 million question-answer pairs with human-labeled categories and user-generated question |
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descriptions. Based on such rich information, MATINF is applicable for three major NLP tasks, including classification, |
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question answering, and summarization. We benchmark existing methods and a novel multi-task baseline over MATINF to |
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inspire further research. Our comprehensive comparison and experiments over MATINF and other datasets demonstrate the |
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merits held by MATINF. |
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### Supported Tasks and Leaderboards |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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### Languages |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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## Dataset Structure |
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We show detailed information for up to 5 configurations of the dataset. |
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### Data Instances |
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#### age_classification |
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- **Size of downloaded dataset files:** 0.00 MB |
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- **Size of the generated dataset:** 46.15 MB |
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- **Total amount of disk used:** 46.15 MB |
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An example of 'validation' looks as follows. |
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``` |
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This example was too long and was cropped: |
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{ |
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"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？\"...", |
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"id": 88016, |
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"label": 0, |
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"question": "医生说宝宝的分胯动作不好" |
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} |
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``` |
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#### qa |
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- **Size of downloaded dataset files:** 0.00 MB |
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- **Size of the generated dataset:** 256.24 MB |
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- **Total amount of disk used:** 256.24 MB |
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An example of 'train' looks as follows. |
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``` |
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This example was too long and was cropped: |
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{ |
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"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。，、、、、\"...", |
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"id": 536714, |
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"question": "孕5个月检查右侧肾积水孩子能要吗？" |
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} |
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``` |
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#### summarization |
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- **Size of downloaded dataset files:** 0.00 MB |
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- **Size of the generated dataset:** 246.89 MB |
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- **Total amount of disk used:** 246.89 MB |
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An example of 'train' looks as follows. |
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``` |
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This example was too long and was cropped: |
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{ |
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"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？\"...", |
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"id": 173649, |
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"question": "宝宝脸上红的几道嘴唇深红近紫是像缺氧的表现吗？" |
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} |
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``` |
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#### topic_classification |
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- **Size of downloaded dataset files:** 0.00 MB |
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- **Size of the generated dataset:** 208.89 MB |
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- **Total amount of disk used:** 208.89 MB |
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An example of 'train' looks as follows. |
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``` |
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{ |
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"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？", |
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"id": 536714, |
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"label": 8, |
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"question": "孕5个月检查右侧肾积水孩子能要吗？" |
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} |
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``` |
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### Data Fields |
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The data fields are the same among all splits. |
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#### age_classification |
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- `question`: a `string` feature. |
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- `description`: a `string` feature. |
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- `label`: a classification label, with possible values including `0-1岁` (0), `1-2岁` (1), `2-3岁` (2). |
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- `id`: a `int32` feature. |
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#### qa |
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- `question`: a `string` feature. |
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- `answer`: a `string` feature. |
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- `id`: a `int32` feature. |
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#### summarization |
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- `description`: a `string` feature. |
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- `question`: a `string` feature. |
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- `id`: a `int32` feature. |
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#### topic_classification |
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- `question`: a `string` feature. |
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- `description`: a `string` feature. |
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- `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). |
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- `id`: a `int32` feature. |
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### Data Splits |
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| name |train |validation| test | |
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|--------------------|-----:|---------:|-----:| |
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|age_classification |134852| 19323| 38318| |
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|qa |747888| 106842|213681| |
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|summarization |747888| 106842|213681| |
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|topic_classification|613036| 87519|175363| |
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## Dataset Creation |
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### Curation Rationale |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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### Source Data |
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#### Initial Data Collection and Normalization |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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#### Who are the source language producers? |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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### Annotations |
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#### Annotation process |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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#### Who are the annotators? |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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### Personal and Sensitive Information |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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## Considerations for Using the Data |
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### Social Impact of Dataset |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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### Discussion of Biases |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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### Other Known Limitations |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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## Additional Information |
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### Dataset Curators |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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### Licensing Information |
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) |
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### Citation Information |
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``` |
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@inproceedings{xu-etal-2020-matinf, |
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title = "{MATINF}: A Jointly Labeled Large-Scale Dataset for Classification, Question Answering and Summarization", |
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author = "Xu, Canwen and |
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Pei, Jiaxin and |
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Wu, Hongtao and |
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Liu, Yiyu and |
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Li, Chenliang", |
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booktitle = "Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics", |
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month = jul, |
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year = "2020", |
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address = "Online", |
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publisher = "Association for Computational Linguistics", |
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url = "https://www.aclweb.org/anthology/2020.acl-main.330", |
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pages = "3586--3596", |
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} |
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``` |
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### Contributions |
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Thanks to [@JetRunner](https://github.com/JetRunner) for adding this dataset. |
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