Datasets:
Tasks:
Question Answering
Sub-tasks:
closed-domain-qa
Languages:
English
Multilinguality:
monolingual
Size Categories:
10K<n<100K
Language Creators:
crowdsourced
Annotations Creators:
no-annotation
Source Datasets:
original
License:
Upload README.md
Browse files
README.md
ADDED
@@ -0,0 +1,216 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
annotations_creators:
|
3 |
+
- no-annotation
|
4 |
+
language_creators:
|
5 |
+
- crowdsourced
|
6 |
+
language:
|
7 |
+
- en
|
8 |
+
license:
|
9 |
+
- cc-by-nc-3.0
|
10 |
+
multilinguality:
|
11 |
+
- monolingual
|
12 |
+
size_categories:
|
13 |
+
- 10K<n<100K
|
14 |
+
source_datasets:
|
15 |
+
- original
|
16 |
+
task_categories:
|
17 |
+
- question-answering
|
18 |
+
task_ids:
|
19 |
+
- closed-domain-qa
|
20 |
+
paperswithcode_id: sciq
|
21 |
+
pretty_name: SciQ
|
22 |
+
dataset_info:
|
23 |
+
features:
|
24 |
+
- name: question
|
25 |
+
dtype: string
|
26 |
+
- name: distractor3
|
27 |
+
dtype: string
|
28 |
+
- name: distractor1
|
29 |
+
dtype: string
|
30 |
+
- name: distractor2
|
31 |
+
dtype: string
|
32 |
+
- name: correct_answer
|
33 |
+
dtype: string
|
34 |
+
- name: support
|
35 |
+
dtype: string
|
36 |
+
splits:
|
37 |
+
- name: train
|
38 |
+
num_bytes: 6546183
|
39 |
+
num_examples: 11679
|
40 |
+
- name: validation
|
41 |
+
num_bytes: 554120
|
42 |
+
num_examples: 1000
|
43 |
+
- name: test
|
44 |
+
num_bytes: 563927
|
45 |
+
num_examples: 1000
|
46 |
+
download_size: 4674410
|
47 |
+
dataset_size: 7664230
|
48 |
+
configs:
|
49 |
+
- config_name: default
|
50 |
+
data_files:
|
51 |
+
- split: train
|
52 |
+
path: data/train-*
|
53 |
+
- split: validation
|
54 |
+
path: data/validation-*
|
55 |
+
- split: test
|
56 |
+
path: data/test-*
|
57 |
+
---
|
58 |
+
|
59 |
+
# Dataset Card for "sciq"
|
60 |
+
|
61 |
+
## Table of Contents
|
62 |
+
- [Dataset Description](#dataset-description)
|
63 |
+
- [Dataset Summary](#dataset-summary)
|
64 |
+
- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
|
65 |
+
- [Languages](#languages)
|
66 |
+
- [Dataset Structure](#dataset-structure)
|
67 |
+
- [Data Instances](#data-instances)
|
68 |
+
- [Data Fields](#data-fields)
|
69 |
+
- [Data Splits](#data-splits)
|
70 |
+
- [Dataset Creation](#dataset-creation)
|
71 |
+
- [Curation Rationale](#curation-rationale)
|
72 |
+
- [Source Data](#source-data)
|
73 |
+
- [Annotations](#annotations)
|
74 |
+
- [Personal and Sensitive Information](#personal-and-sensitive-information)
|
75 |
+
- [Considerations for Using the Data](#considerations-for-using-the-data)
|
76 |
+
- [Social Impact of Dataset](#social-impact-of-dataset)
|
77 |
+
- [Discussion of Biases](#discussion-of-biases)
|
78 |
+
- [Other Known Limitations](#other-known-limitations)
|
79 |
+
- [Additional Information](#additional-information)
|
80 |
+
- [Dataset Curators](#dataset-curators)
|
81 |
+
- [Licensing Information](#licensing-information)
|
82 |
+
- [Citation Information](#citation-information)
|
83 |
+
- [Contributions](#contributions)
|
84 |
+
|
85 |
+
## Dataset Description
|
86 |
+
|
87 |
+
- **Homepage:** [https://allenai.org/data/sciq](https://allenai.org/data/sciq)
|
88 |
+
- **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
89 |
+
- **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
90 |
+
- **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
91 |
+
- **Size of downloaded dataset files:** 2.82 MB
|
92 |
+
- **Size of the generated dataset:** 7.68 MB
|
93 |
+
- **Total amount of disk used:** 10.50 MB
|
94 |
+
|
95 |
+
### Dataset Summary
|
96 |
+
|
97 |
+
The SciQ dataset contains 13,679 crowdsourced science exam questions about Physics, Chemistry and Biology, among others. The questions are in multiple-choice format with 4 answer options each. For the majority of the questions, an additional paragraph with supporting evidence for the correct answer is provided.
|
98 |
+
|
99 |
+
### Supported Tasks and Leaderboards
|
100 |
+
|
101 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
102 |
+
|
103 |
+
### Languages
|
104 |
+
|
105 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
106 |
+
|
107 |
+
## Dataset Structure
|
108 |
+
|
109 |
+
### Data Instances
|
110 |
+
|
111 |
+
#### default
|
112 |
+
|
113 |
+
- **Size of downloaded dataset files:** 2.82 MB
|
114 |
+
- **Size of the generated dataset:** 7.68 MB
|
115 |
+
- **Total amount of disk used:** 10.50 MB
|
116 |
+
|
117 |
+
An example of 'train' looks as follows.
|
118 |
+
```
|
119 |
+
This example was too long and was cropped:
|
120 |
+
|
121 |
+
{
|
122 |
+
"correct_answer": "coriolis effect",
|
123 |
+
"distractor1": "muon effect",
|
124 |
+
"distractor2": "centrifugal effect",
|
125 |
+
"distractor3": "tropical effect",
|
126 |
+
"question": "What phenomenon makes global winds blow northeast to southwest or the reverse in the northern hemisphere and northwest to southeast or the reverse in the southern hemisphere?",
|
127 |
+
"support": "\"Without Coriolis Effect the global winds would blow north to south or south to north. But Coriolis makes them blow northeast to..."
|
128 |
+
}
|
129 |
+
```
|
130 |
+
|
131 |
+
### Data Fields
|
132 |
+
|
133 |
+
The data fields are the same among all splits.
|
134 |
+
|
135 |
+
#### default
|
136 |
+
- `question`: a `string` feature.
|
137 |
+
- `distractor3`: a `string` feature.
|
138 |
+
- `distractor1`: a `string` feature.
|
139 |
+
- `distractor2`: a `string` feature.
|
140 |
+
- `correct_answer`: a `string` feature.
|
141 |
+
- `support`: a `string` feature.
|
142 |
+
|
143 |
+
### Data Splits
|
144 |
+
|
145 |
+
| name |train|validation|test|
|
146 |
+
|-------|----:|---------:|---:|
|
147 |
+
|default|11679| 1000|1000|
|
148 |
+
|
149 |
+
## Dataset Creation
|
150 |
+
|
151 |
+
### Curation Rationale
|
152 |
+
|
153 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
154 |
+
|
155 |
+
### Source Data
|
156 |
+
|
157 |
+
#### Initial Data Collection and Normalization
|
158 |
+
|
159 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
160 |
+
|
161 |
+
#### Who are the source language producers?
|
162 |
+
|
163 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
164 |
+
|
165 |
+
### Annotations
|
166 |
+
|
167 |
+
#### Annotation process
|
168 |
+
|
169 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
170 |
+
|
171 |
+
#### Who are the annotators?
|
172 |
+
|
173 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
174 |
+
|
175 |
+
### Personal and Sensitive Information
|
176 |
+
|
177 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
178 |
+
|
179 |
+
## Considerations for Using the Data
|
180 |
+
|
181 |
+
### Social Impact of Dataset
|
182 |
+
|
183 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
184 |
+
|
185 |
+
### Discussion of Biases
|
186 |
+
|
187 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
188 |
+
|
189 |
+
### Other Known Limitations
|
190 |
+
|
191 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
192 |
+
|
193 |
+
## Additional Information
|
194 |
+
|
195 |
+
### Dataset Curators
|
196 |
+
|
197 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
198 |
+
|
199 |
+
### Licensing Information
|
200 |
+
|
201 |
+
The dataset is licensed under the [Creative Commons Attribution-NonCommercial 3.0 Unported License](http://creativecommons.org/licenses/by-nc/3.0/).
|
202 |
+
|
203 |
+
### Citation Information
|
204 |
+
|
205 |
+
```
|
206 |
+
@inproceedings{SciQ,
|
207 |
+
title={Crowdsourcing Multiple Choice Science Questions},
|
208 |
+
author={Johannes Welbl, Nelson F. Liu, Matt Gardner},
|
209 |
+
year={2017},
|
210 |
+
journal={arXiv:1707.06209v1}
|
211 |
+
}
|
212 |
+
```
|
213 |
+
|
214 |
+
### Contributions
|
215 |
+
|
216 |
+
Thanks to [@patrickvonplaten](https://github.com/patrickvonplaten), [@lewtun](https://github.com/lewtun), [@thomwolf](https://github.com/thomwolf) for adding this dataset.
|