Datasets:
lmqg
/

Languages:
English
Multilinguality:
monolingual
Size Categories:
10K<n<100K
Source Datasets:
squad
ArXiv:
Tags:
question-generation
License:
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1
- ---
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- license: cc-by-4-0
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- pretty_name: SQuAD QG
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- languages: en
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- multilinguality: monolingual
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- size_categories: 10K<n<100K
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- source_datasets: extended|wikipedia
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- task_categories: question-generation
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- task_ids: question-generation
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- ---
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-
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- # Dataset Card for "qg_squad"
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-
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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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-
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- ## Dataset Description
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- - **Repository:** [https://github.com/asahi417/lm-question-generation](https://github.com/asahi417/lm-question-generation)
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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:** [Asahi Ushio](http://asahiushio.com/)
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- - **Size of downloaded dataset files:** 284.1 MB
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- - **Size of the generated dataset:** 269 MB
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-
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- ### Dataset Summary
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- [SQuAD](https://rajpurkar.github.io/SQuAD-explorer/) dataset for question generation (QG) task. The split
46
- of train/development/test set follows the ["Neural Question Generation"](https://arxiv.org/abs/1705.00106) work and is
47
- compatible with the [leader board](https://paperswithcode.com/sota/question-generation-on-squad11).
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-
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-
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- ### Supported Tasks and Leaderboards
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- * `question-generation`: The dataset can be used to train a model for question generation.
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- Success on this task is typically measured by achieving a high BLEU4/METEOR/ROUGE-L score.
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- This task has an active leaderboard which can be found at [here](https://paperswithcode.com/sota/question-generation-on-squad11).
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-
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- ### Languages
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- English (en)
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-
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- ## Dataset Structure
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- ### Data Instances
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- #### plain_text
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- - **Size of downloaded dataset files:** 284.1 MB
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- - **Size of the generated dataset:** 269 MB
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- An example of 'train' looks as follows.
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- ```
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- {
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- "question": "What is heresy mainly at odds with?",
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- "paragraph": "Heresy is any provocative belief or theory that is strongly at variance with established beliefs or customs. A heretic is a proponent of such claims or beliefs. Heresy is distinct from both apostasy, which is the explicit renunciation of one's religion, principles or cause, and blasphemy, which is an impious utterance or action concerning God or sacred things.",
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- "answer": "established beliefs or customs",
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- "sentence": "Heresy is any provocative belief or theory that is strongly at variance with established beliefs or customs .",
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- "paragraph_sentence": "<hl> Heresy is any provocative belief or theory that is strongly at variance with established beliefs or customs . <hl> A heretic is a proponent of such claims or beliefs. Heresy is distinct from both apostasy, which is the explicit renunciation of one's religion, principles or cause, and blasphemy, which is an impious utterance or action concerning God or sacred things.",
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- "paragraph_answer": "Heresy is any provocative belief or theory that is strongly at variance with <hl> established beliefs or customs <hl>. A heretic is a proponent of such claims or beliefs. Heresy is distinct from both apostasy, which is the explicit renunciation of one's religion, principles or cause, and blasphemy, which is an impious utterance or action concerning God or sacred things.",
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- "sentence_answer": "Heresy is any provocative belief or theory that is strongly at variance with <hl> established beliefs or customs <hl> ."
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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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- #### plain_text
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- - `question`: a `string` feature.
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- - `paragraph`: a `string` feature.
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- - `answer`: a `string` feature.
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- - `sentence`: a `string` feature.
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- - `paragraph_answer`: a `string` feature, which is same as the paragraph but the answer is highlighted by a special token `<hl>`.
83
- - `paragraph_sentence`: a `string` feature, which is same as the paragraph but a sentence containing the answer is highlighted by a special token `<hl>`.
84
- - `sentence_answer`: a `string` feature, which is same as the sentence but the answer is highlighted by a special token `<hl>`.
85
-
86
- Each of `paragraph_answer`, `paragraph_sentence`, and `sentence_answer` feature is assumed to be used to train a question generation model,
87
- but with different information. The `paragraph_answer` and `sentence_answer` features are for answer-aware question generation and
88
- `paragraph_sentence` feature is for sentence-aware question generation.
89
-
90
- ### Data Splits
91
-
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- | name |train|validation|test |
93
- |----------|----:|---------:|----:|
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- |plain_text|75722| 10570|11877|
95
-
96
- ## Dataset Creation
97
- ### Curation Rationale
98
- [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
99
- ### Source Data
100
- #### Initial Data Collection and Normalization
101
- [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
102
- #### Who are the source language producers?
103
- [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
104
- ### Annotations
105
- #### Annotation process
106
- [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
107
- #### Who are the annotators?
108
- [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
109
- ### Personal and Sensitive Information
110
- [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
111
- ## Considerations for Using the Data
112
- ### Social Impact of Dataset
113
- [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
114
- ### Discussion of Biases
115
- [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
116
- ### Other Known Limitations
117
- [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
118
- ## Additional Information
119
- ### Dataset Curators
120
- [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
121
- ### Licensing Information
122
- [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
123
- ### Citation Information
124
  [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
 
1
+ ---
2
+ license: cc-by-4-0
3
+ pretty_name: SQuAD QG
4
+ languages: en
5
+ multilinguality: monolingual
6
+ size_categories: 10K<n<100K
7
+ source_datasets: squad
8
+ task_categories: question-generation
9
+ task_ids: question-generation
10
+ ---
11
+
12
+ # Dataset Card for "qg_squad"
13
+
14
+ ## Table of Contents
15
+ - [Dataset Description](#dataset-description)
16
+ - [Dataset Summary](#dataset-summary)
17
+ - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
18
+ - [Languages](#languages)
19
+ - [Dataset Structure](#dataset-structure)
20
+ - [Data Instances](#data-instances)
21
+ - [Data Fields](#data-fields)
22
+ - [Data Splits](#data-splits)
23
+ - [Dataset Creation](#dataset-creation)
24
+ - [Curation Rationale](#curation-rationale)
25
+ - [Source Data](#source-data)
26
+ - [Annotations](#annotations)
27
+ - [Personal and Sensitive Information](#personal-and-sensitive-information)
28
+ - [Considerations for Using the Data](#considerations-for-using-the-data)
29
+ - [Social Impact of Dataset](#social-impact-of-dataset)
30
+ - [Discussion of Biases](#discussion-of-biases)
31
+ - [Other Known Limitations](#other-known-limitations)
32
+ - [Additional Information](#additional-information)
33
+ - [Dataset Curators](#dataset-curators)
34
+ - [Licensing Information](#licensing-information)
35
+ - [Citation Information](#citation-information)
36
+
37
+ ## Dataset Description
38
+ - **Repository:** [https://github.com/asahi417/lm-question-generation](https://github.com/asahi417/lm-question-generation)
39
+ - **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
40
+ - **Point of Contact:** [Asahi Ushio](http://asahiushio.com/)
41
+
42
+ ### Dataset Summary
43
+ [SQuAD](https://rajpurkar.github.io/SQuAD-explorer/) dataset for question generation (QG) task. The split
44
+ of train/development/test set follows the ["Neural Question Generation"](https://arxiv.org/abs/1705.00106) work and is
45
+ compatible with the [leader board](https://paperswithcode.com/sota/question-generation-on-squad11).
46
+
47
+
48
+ ### Supported Tasks and Leaderboards
49
+ * `question-generation`: The dataset can be used to train a model for question generation.
50
+ Success on this task is typically measured by achieving a high BLEU4/METEOR/ROUGE-L score.
51
+ This task has an active leaderboard which can be found at [here](https://paperswithcode.com/sota/question-generation-on-squad11).
52
+
53
+ ### Languages
54
+ English (en)
55
+
56
+ ## Dataset Structure
57
+ ### Data Instances
58
+ #### plain_text
59
+ - **Size of downloaded dataset files:** 284.1 MB
60
+ - **Size of the generated dataset:** 269 MB
61
+ An example of 'train' looks as follows.
62
+ ```
63
+ {
64
+ "question": "What is heresy mainly at odds with?",
65
+ "paragraph": "Heresy is any provocative belief or theory that is strongly at variance with established beliefs or customs. A heretic is a proponent of such claims or beliefs. Heresy is distinct from both apostasy, which is the explicit renunciation of one's religion, principles or cause, and blasphemy, which is an impious utterance or action concerning God or sacred things.",
66
+ "answer": "established beliefs or customs",
67
+ "sentence": "Heresy is any provocative belief or theory that is strongly at variance with established beliefs or customs .",
68
+ "paragraph_sentence": "<hl> Heresy is any provocative belief or theory that is strongly at variance with established beliefs or customs . <hl> A heretic is a proponent of such claims or beliefs. Heresy is distinct from both apostasy, which is the explicit renunciation of one's religion, principles or cause, and blasphemy, which is an impious utterance or action concerning God or sacred things.",
69
+ "paragraph_answer": "Heresy is any provocative belief or theory that is strongly at variance with <hl> established beliefs or customs <hl>. A heretic is a proponent of such claims or beliefs. Heresy is distinct from both apostasy, which is the explicit renunciation of one's religion, principles or cause, and blasphemy, which is an impious utterance or action concerning God or sacred things.",
70
+ "sentence_answer": "Heresy is any provocative belief or theory that is strongly at variance with <hl> established beliefs or customs <hl> ."
71
+ }
72
+ ```
73
+ ### Data Fields
74
+ The data fields are the same among all splits.
75
+ #### plain_text
76
+ - `question`: a `string` feature.
77
+ - `paragraph`: a `string` feature.
78
+ - `answer`: a `string` feature.
79
+ - `sentence`: a `string` feature.
80
+ - `paragraph_answer`: a `string` feature, which is same as the paragraph but the answer is highlighted by a special token `<hl>`.
81
+ - `paragraph_sentence`: a `string` feature, which is same as the paragraph but a sentence containing the answer is highlighted by a special token `<hl>`.
82
+ - `sentence_answer`: a `string` feature, which is same as the sentence but the answer is highlighted by a special token `<hl>`.
83
+
84
+ Each of `paragraph_answer`, `paragraph_sentence`, and `sentence_answer` feature is assumed to be used to train a question generation model,
85
+ but with different information. The `paragraph_answer` and `sentence_answer` features are for answer-aware question generation and
86
+ `paragraph_sentence` feature is for sentence-aware question generation.
87
+
88
+ ### Data Splits
89
+
90
+ | name |train|validation|test |
91
+ |----------|----:|---------:|----:|
92
+ |plain_text|75722| 10570|11877|
93
+
94
+ ## Dataset Creation
95
+ ### Curation Rationale
96
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
97
+ ### Source Data
98
+ #### Initial Data Collection and Normalization
99
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
100
+ #### Who are the source language producers?
101
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
102
+ ### Annotations
103
+ #### Annotation process
104
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
105
+ #### Who are the annotators?
106
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
107
+ ### Personal and Sensitive Information
108
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
109
+ ## Considerations for Using the Data
110
+ ### Social Impact of Dataset
111
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
112
+ ### Discussion of Biases
113
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
114
+ ### Other Known Limitations
115
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
116
+ ## Additional Information
117
+ ### Dataset Curators
118
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
119
+ ### Licensing Information
120
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
121
+ ### Citation Information
 
 
122
  [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)