
albertvillanova
HF Staff
Convert dataset sizes from base 2 to base 10 in the dataset card (#3)
e4d7191
pretty_name: SQuAD2.0 | |
annotations_creators: | |
- crowdsourced | |
language_creators: | |
- crowdsourced | |
language: | |
- en | |
license: | |
- cc-by-sa-4.0 | |
multilinguality: | |
- monolingual | |
size_categories: | |
- 100K<n<1M | |
source_datasets: | |
- original | |
task_categories: | |
- question-answering | |
task_ids: | |
- open-domain-qa | |
- extractive-qa | |
paperswithcode_id: squad | |
train-eval-index: | |
- config: squad_v2 | |
task: question-answering | |
task_id: extractive_question_answering | |
splits: | |
train_split: train | |
eval_split: validation | |
col_mapping: | |
question: question | |
context: context | |
answers: | |
text: text | |
answer_start: answer_start | |
metrics: | |
- type: squad_v2 | |
name: SQuAD v2 | |
dataset_info: | |
features: | |
- name: id | |
dtype: string | |
- name: title | |
dtype: string | |
- name: context | |
dtype: string | |
- name: question | |
dtype: string | |
- name: answers | |
sequence: | |
- name: text | |
dtype: string | |
- name: answer_start | |
dtype: int32 | |
config_name: squad_v2 | |
splits: | |
- name: train | |
num_bytes: 116699950 | |
num_examples: 130319 | |
- name: validation | |
num_bytes: 11660302 | |
num_examples: 11873 | |
download_size: 46494161 | |
dataset_size: 128360252 | |
# Dataset Card for "squad_v2" | |
## Table of Contents | |
- [Dataset Card for "squad_v2"](#dataset-card-for-squad_v2) | |
- [Table of Contents](#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) | |
- [squad_v2](#squad_v2) | |
- [Data Fields](#data-fields) | |
- [squad_v2](#squad_v2-1) | |
- [Data Splits](#data-splits) | |
- [Dataset Creation](#dataset-creation) | |
- [Curation Rationale](#curation-rationale) | |
- [Source Data](#source-data) | |
- [Initial Data Collection and Normalization](#initial-data-collection-and-normalization) | |
- [Who are the source language producers?](#who-are-the-source-language-producers) | |
- [Annotations](#annotations) | |
- [Annotation process](#annotation-process) | |
- [Who are the annotators?](#who-are-the-annotators) | |
- [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://rajpurkar.github.io/SQuAD-explorer/](https://rajpurkar.github.io/SQuAD-explorer/) | |
- **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:** 46.49 MB | |
- **Size of the generated dataset:** 128.52 MB | |
- **Total amount of disk used:** 175.02 MB | |
### Dataset Summary | |
combines the 100,000 questions in SQuAD1.1 with over 50,000 unanswerable questions written adversarially by crowdworkers | |
to look similar to answerable ones. To do well on SQuAD2.0, systems must not only answer questions when possible, but | |
also determine when no answer is supported by the paragraph and abstain from answering. | |
### 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 | |
#### squad_v2 | |
- **Size of downloaded dataset files:** 46.49 MB | |
- **Size of the generated dataset:** 128.52 MB | |
- **Total amount of disk used:** 175.02 MB | |
An example of 'validation' looks as follows. | |
``` | |
This example was too long and was cropped: | |
{ | |
"answers": { | |
"answer_start": [94, 87, 94, 94], | |
"text": ["10th and 11th centuries", "in the 10th and 11th centuries", "10th and 11th centuries", "10th and 11th centuries"] | |
}, | |
"context": "\"The Normans (Norman: Nourmands; French: Normands; Latin: Normanni) were the people who in the 10th and 11th centuries gave thei...", | |
"id": "56ddde6b9a695914005b9629", | |
"question": "When were the Normans in Normandy?", | |
"title": "Normans" | |
} | |
``` | |
### Data Fields | |
The data fields are the same among all splits. | |
#### squad_v2 | |
- `id`: a `string` feature. | |
- `title`: a `string` feature. | |
- `context`: a `string` feature. | |
- `question`: a `string` feature. | |
- `answers`: a dictionary feature containing: | |
- `text`: a `string` feature. | |
- `answer_start`: a `int32` feature. | |
### Data Splits | |
| name | train | validation | | |
| -------- | -----: | ---------: | | |
| squad_v2 | 130319 | 11873 | | |
## 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 | |
``` | |
@article{2016arXiv160605250R, | |
author = {{Rajpurkar}, Pranav and {Zhang}, Jian and {Lopyrev}, | |
Konstantin and {Liang}, Percy}, | |
title = "{SQuAD: 100,000+ Questions for Machine Comprehension of Text}", | |
journal = {arXiv e-prints}, | |
year = 2016, | |
eid = {arXiv:1606.05250}, | |
pages = {arXiv:1606.05250}, | |
archivePrefix = {arXiv}, | |
eprint = {1606.05250}, | |
} | |
``` | |
### Contributions | |
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. |