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README.md
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---
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annotations_creators:
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- crowdsourced
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language_creators:
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- crowdsourced
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language:
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- en
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license:
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- cc-by-sa-4.0
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multilinguality:
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- monolingual
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size_categories:
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- 100K<n<1M
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source_datasets:
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- original
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task_categories:
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- question-answering
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task_ids:
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- open-domain-qa
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- extractive-qa
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paperswithcode_id: squad
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pretty_name: SQuAD2.0
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dataset_info:
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config_name: squad_v2
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features:
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- name: id
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dtype: string
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- name: title
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dtype: string
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- name: context
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dtype: string
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- name: question
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dtype: string
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- name: answers
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sequence:
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- name: text
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dtype: string
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- name: answer_start
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dtype: int32
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splits:
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- name: train
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num_bytes: 116732025
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num_examples: 130319
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- name: validation
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num_bytes: 11661091
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num_examples: 11873
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download_size: 17720493
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dataset_size: 128393116
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configs:
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- config_name: squad_v2
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data_files:
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- split: train
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path: squad_v2/train-*
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- split: validation
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path: squad_v2/validation-*
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default: true
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train-eval-index:
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- config: squad_v2
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task: question-answering
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task_id: extractive_question_answering
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splits:
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train_split: train
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eval_split: validation
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col_mapping:
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question: question
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context: context
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answers:
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text: text
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answer_start: answer_start
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metrics:
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- type: squad_v2
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name: SQuAD v2
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---
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# Dataset Card for SQuAD 2.0
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## Table of Contents
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- [Dataset Card for "squad_v2"](#dataset-card-for-squad_v2)
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- [Table of Contents](#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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- [squad_v2](#squad_v2)
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- [Data Fields](#data-fields)
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- [squad_v2](#squad_v2-1)
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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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- [Initial Data Collection and Normalization](#initial-data-collection-and-normalization)
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- [Who are the source language producers?](#who-are-the-source-language-producers)
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- [Annotations](#annotations)
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- [Annotation process](#annotation-process)
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- [Who are the annotators?](#who-are-the-annotators)
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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://rajpurkar.github.io/SQuAD-explorer/
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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:** https://arxiv.org/abs/1806.03822
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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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### Dataset Summary
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Stanford Question Answering Dataset (SQuAD) is a reading comprehension dataset, consisting of questions posed by crowdworkers on a set of Wikipedia articles, where the answer to every question is a segment of text, or span, from the corresponding reading passage, or the question might be unanswerable.
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SQuAD 2.0 combines the 100,000 questions in SQuAD1.1 with over 50,000 unanswerable questions written adversarially by crowdworkers
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to look similar to answerable ones. To do well on SQuAD2.0, systems must not only answer questions when possible, but
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also determine when no answer is supported by the paragraph and abstain from answering.
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### Supported Tasks and Leaderboards
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Question Answering.
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### Languages
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English (`en`).
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## Dataset Structure
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### Data Instances
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#### squad_v2
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- **Size of downloaded dataset files:** 46.49 MB
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- **Size of the generated dataset:** 128.52 MB
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- **Total amount of disk used:** 175.02 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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"answers": {
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"answer_start": [94, 87, 94, 94],
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"text": ["10th and 11th centuries", "in the 10th and 11th centuries", "10th and 11th centuries", "10th and 11th centuries"]
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},
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"context": "\"The Normans (Norman: Nourmands; French: Normands; Latin: Normanni) were the people who in the 10th and 11th centuries gave thei...",
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"id": "56ddde6b9a695914005b9629",
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"question": "When were the Normans in Normandy?",
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"title": "Normans"
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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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#### squad_v2
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- `id`: a `string` feature.
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- `title`: a `string` feature.
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- `context`: a `string` feature.
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- `question`: a `string` feature.
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- `answers`: a dictionary feature containing:
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- `text`: a `string` feature.
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- `answer_start`: a `int32` feature.
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### Data Splits
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| name | train | validation |
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| -------- | -----: | ---------: |
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| squad_v2 | 130319 | 11873 |
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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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The dataset is distributed under the CC BY-SA 4.0 license.
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### Citation Information
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```
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@inproceedings{rajpurkar-etal-2018-know,
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title = "Know What You Don{'}t Know: Unanswerable Questions for {SQ}u{AD}",
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author = "Rajpurkar, Pranav and
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Jia, Robin and
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Liang, Percy",
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editor = "Gurevych, Iryna and
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Miyao, Yusuke",
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booktitle = "Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)",
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month = jul,
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year = "2018",
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address = "Melbourne, Australia",
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publisher = "Association for Computational Linguistics",
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url = "https://aclanthology.org/P18-2124",
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doi = "10.18653/v1/P18-2124",
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pages = "784--789",
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eprint={1806.03822},
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archivePrefix={arXiv},
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primaryClass={cs.CL}
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}
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@inproceedings{rajpurkar-etal-2016-squad,
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title = "{SQ}u{AD}: 100,000+ Questions for Machine Comprehension of Text",
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author = "Rajpurkar, Pranav and
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Zhang, Jian and
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Lopyrev, Konstantin and
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Liang, Percy",
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editor = "Su, Jian and
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Duh, Kevin and
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Carreras, Xavier",
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booktitle = "Proceedings of the 2016 Conference on Empirical Methods in Natural Language Processing",
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month = nov,
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year = "2016",
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address = "Austin, Texas",
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publisher = "Association for Computational Linguistics",
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url = "https://aclanthology.org/D16-1264",
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doi = "10.18653/v1/D16-1264",
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pages = "2383--2392",
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eprint={1606.05250},
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archivePrefix={arXiv},
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primaryClass={cs.CL},
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}
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```
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### Contributions
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Thanks to [@lewtun](https://github.com/lewtun), [@albertvillanova](https://github.com/albertvillanova), [@patrickvonplaten](https://github.com/patrickvonplaten), [@thomwolf](https://github.com/thomwolf) for adding this dataset.
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