yhavinga commited on
Commit
8a68cbd
1 Parent(s): 22a96ca

Add model card

Browse files
Files changed (1) hide show
  1. README.md +256 -0
README.md ADDED
@@ -0,0 +1,256 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ pretty_name: IMDB
3
+ annotations_creators:
4
+ - expert-generated
5
+ language_creators:
6
+ - expert-generated
7
+ language:
8
+ - nl
9
+ - en
10
+ license:
11
+ - other
12
+ multilinguality:
13
+ - multilingual
14
+ size_categories:
15
+ - 10K<n<100K
16
+ source_datasets:
17
+ - original
18
+ task_categories:
19
+ - text-classification
20
+ task_ids:
21
+ - sentiment-classification
22
+ paperswithcode_id: imdb-movie-reviews
23
+ train-eval-index:
24
+ - config: plain_text
25
+ task: text-classification
26
+ task_id: binary_classification
27
+ splits:
28
+ train_split: train
29
+ eval_split: test
30
+ col_mapping:
31
+ text: text
32
+ label: target
33
+ metrics:
34
+ - type: accuracy
35
+ - name: Accuracy
36
+ - type: f1
37
+ name: F1 macro
38
+ args:
39
+ average: macro
40
+ - type: f1
41
+ name: F1 micro
42
+ args:
43
+ average: micro
44
+ - type: f1
45
+ name: F1 weighted
46
+ args:
47
+ average: weighted
48
+ - type: precision
49
+ name: Precision macro
50
+ args:
51
+ average: macro
52
+ - type: precision
53
+ name: Precision micro
54
+ args:
55
+ average: micro
56
+ - type: precision
57
+ name: Precision weighted
58
+ args:
59
+ average: weighted
60
+ - type: recall
61
+ name: Recall macro
62
+ args:
63
+ average: macro
64
+ - type: recall
65
+ name: Recall micro
66
+ args:
67
+ average: micro
68
+ - type: recall
69
+ name: Recall weighted
70
+ args:
71
+ average: weighted
72
+ dataset_info:
73
+ features:
74
+ - name: text
75
+ dtype: string
76
+ - name: text_en
77
+ dtype: string
78
+ - name: label
79
+ dtype:
80
+ class_label:
81
+ names:
82
+ 0: neg
83
+ 1: pos
84
+ config_name: plain_text
85
+ splits:
86
+ - name: train
87
+ num_bytes: 33432835
88
+ num_examples: 25000
89
+ - name: test
90
+ num_bytes: 32650697
91
+ num_examples: 25000
92
+ - name: unsupervised
93
+ num_bytes: 67106814
94
+ num_examples: 50000
95
+ ---
96
+
97
+ # Dataset Card for "imdb"
98
+
99
+ ## Table of Contents
100
+ - [Dataset Description](#dataset-description)
101
+ - [Dataset Summary](#dataset-summary)
102
+ - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
103
+ - [Languages](#languages)
104
+ - [Dataset Structure](#dataset-structure)
105
+ - [Data Instances](#data-instances)
106
+ - [Data Fields](#data-fields)
107
+ - [Data Splits](#data-splits)
108
+ - [Dataset Creation](#dataset-creation)
109
+ - [Curation Rationale](#curation-rationale)
110
+ - [Source Data](#source-data)
111
+ - [Annotations](#annotations)
112
+ - [Personal and Sensitive Information](#personal-and-sensitive-information)
113
+ - [Considerations for Using the Data](#considerations-for-using-the-data)
114
+ - [Social Impact of Dataset](#social-impact-of-dataset)
115
+ - [Discussion of Biases](#discussion-of-biases)
116
+ - [Other Known Limitations](#other-known-limitations)
117
+ - [Additional Information](#additional-information)
118
+ - [Dataset Curators](#dataset-curators)
119
+ - [Licensing Information](#licensing-information)
120
+ - [Citation Information](#citation-information)
121
+ - [Contributions](#contributions)
122
+
123
+ ## Dataset Description
124
+
125
+ - **Homepage:** [http://ai.stanford.edu/~amaas/data/sentiment/](http://ai.stanford.edu/~amaas/data/sentiment/)
126
+ - **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
127
+ - **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
128
+ - **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
129
+
130
+ ### Dataset Summary
131
+
132
+ Large Movie Review Dataset translated to Dutch.
133
+ This is a dataset for binary sentiment classification containing substantially more data than previous benchmark datasets. We provide a set of 25,000 highly polar movie reviews for training, and 25,000 for testing. There is additional unlabeled data for use as well.
134
+
135
+ ### Supported Tasks and Leaderboards
136
+
137
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
138
+
139
+ ### Languages
140
+
141
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
142
+
143
+ ## Dataset Structure
144
+
145
+ ### Data Instances
146
+
147
+ #### plain_text
148
+
149
+ - **Size of downloaded dataset files:** 80.23 MB
150
+ - **Size of the generated dataset:** 127.06 MB
151
+ - **Total amount of disk used:** 207.28 MB
152
+
153
+ An example of 'train' looks as follows.
154
+ ```
155
+ {
156
+ "label": 0,
157
+ "text": "Holy shit. Dit was de slechtste film die ik in lange tijd heb gezien."
158
+ }
159
+ ```
160
+
161
+ ### Data Fields
162
+
163
+ The data fields are the same among all splits.
164
+
165
+ #### plain_text
166
+ - `text`: a `string` feature.
167
+ - `text_en`: a `string` feature.
168
+ - `label`: a classification label, with possible values including `neg` (0), `pos` (1).
169
+
170
+ ### Data Splits
171
+
172
+ | name |train|unsupervised|test |
173
+ |----------|----:|-----------:|----:|
174
+ |plain_text|25000| 50000|25000|
175
+
176
+ ## Dataset Creation
177
+
178
+ ### Curation Rationale
179
+
180
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
181
+
182
+ ### Source Data
183
+
184
+ #### Initial Data Collection and Normalization
185
+
186
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
187
+
188
+ #### Who are the source language producers?
189
+
190
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
191
+
192
+ ### Annotations
193
+
194
+ #### Annotation process
195
+
196
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
197
+
198
+ #### Who are the annotators?
199
+
200
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
201
+
202
+ ### Personal and Sensitive Information
203
+
204
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
205
+
206
+ ## Considerations for Using the Data
207
+
208
+ ### Social Impact of Dataset
209
+
210
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
211
+
212
+ ### Discussion of Biases
213
+
214
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
215
+
216
+ ### Other Known Limitations
217
+
218
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
219
+
220
+ ## Additional Information
221
+
222
+ ### Dataset Curators
223
+
224
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
225
+
226
+ ### Licensing Information
227
+
228
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
229
+
230
+ ### Citation Information
231
+
232
+ ```
233
+ @InProceedings{maas-EtAl:2011:ACL-HLT2011,
234
+ author = {Maas, Andrew L. and Daly, Raymond E. and Pham, Peter T. and Huang, Dan and Ng, Andrew Y. and Potts, Christopher},
235
+ title = {Learning Word Vectors for Sentiment Analysis},
236
+ booktitle = {Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies},
237
+ month = {June},
238
+ year = {2011},
239
+ address = {Portland, Oregon, USA},
240
+ publisher = {Association for Computational Linguistics},
241
+ pages = {142--150},
242
+ url = {http://www.aclweb.org/anthology/P11-1015}
243
+ }
244
+
245
+ ```
246
+
247
+
248
+ ### Contributions
249
+
250
+ Thanks to [@ghazi-f](https://github.com/ghazi-f), [@patrickvonplaten](https://github.com/patrickvonplaten), [@lhoestq](https://github.com/lhoestq), [@thomwolf](https://github.com/thomwolf) for adding
251
+ the English `imdb` dataset.
252
+ This project would not have been possible without compute generously provided by Google through the
253
+ [TPU Research Cloud](https://sites.research.google/trc/).
254
+
255
+ Created by [Yeb Havinga](https://www.linkedin.com/in/yeb-havinga-86530825/)
256
+