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+ ---
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+ language:
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+ - en
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+ paperswithcode_id: ms-marco
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+ pretty_name: Microsoft Machine Reading Comprehension Dataset
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+ dataset_info:
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+ - config_name: v1.1
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+ features:
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+ - name: answers
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+ sequence: string
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+ - name: passages
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+ sequence:
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+ - name: is_selected
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+ dtype: int32
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+ - name: passage_text
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+ dtype: string
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+ - name: url
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+ dtype: string
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+ - name: query
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+ dtype: string
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+ - name: query_id
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+ dtype: int32
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+ - name: query_type
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+ dtype: string
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+ - name: wellFormedAnswers
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+ sequence: string
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+ splits:
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+ - name: validation
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+ num_bytes: 42665198
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+ num_examples: 10047
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+ - name: train
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+ num_bytes: 350516260
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+ num_examples: 82326
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+ - name: test
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+ num_bytes: 40977580
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+ num_examples: 9650
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+ download_size: 217328153
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+ dataset_size: 434159038
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+ - config_name: v2.1
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+ features:
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+ - name: answers
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+ sequence: string
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+ - name: passages
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+ sequence:
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+ - name: is_selected
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+ dtype: int32
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+ - name: passage_text
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+ dtype: string
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+ - name: url
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+ dtype: string
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+ - name: query
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+ dtype: string
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+ - name: query_id
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+ dtype: int32
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+ - name: query_type
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+ dtype: string
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+ - name: wellFormedAnswers
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+ sequence: string
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+ splits:
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+ - name: validation
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+ num_bytes: 413765365
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+ num_examples: 101093
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+ - name: train
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+ num_bytes: 3462807709
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+ num_examples: 808731
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+ - name: test
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+ num_bytes: 405691932
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+ num_examples: 101092
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+ download_size: 2105722550
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+ dataset_size: 4282265006
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+ configs:
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+ - config_name: v1.1
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+ data_files:
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+ - split: validation
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+ path: v1.1/validation-*
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+ - split: train
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+ path: v1.1/train-*
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+ - split: test
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+ path: v1.1/test-*
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+ - config_name: v2.1
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+ data_files:
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+ - split: validation
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+ path: v2.1/validation-*
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+ - split: train
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+ path: v2.1/train-*
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+ - split: test
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+ path: v2.1/test-*
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+ ---
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+
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+ # Dataset Card for "ms_marco"
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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)
106
+ - [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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+
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+ ## Dataset Description
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+
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+ - **Homepage:** [https://microsoft.github.io/msmarco/](https://microsoft.github.io/msmarco/)
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+ - **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
120
+ - **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
121
+ - **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
122
+ - **Size of downloaded dataset files:** 1.55 GB
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+ - **Size of the generated dataset:** 4.72 GB
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+ - **Total amount of disk used:** 6.28 GB
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+
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+ ### Dataset Summary
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+
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+ Starting with a paper released at NIPS 2016, MS MARCO is a collection of datasets focused on deep learning in search.
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+
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+ The first dataset was a question answering dataset featuring 100,000 real Bing questions and a human generated answer.
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+ Since then we released a 1,000,000 question dataset, a natural langauge generation dataset, a passage ranking dataset,
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+ keyphrase extraction dataset, crawling dataset, and a conversational search.
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+
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+ There have been 277 submissions. 20 KeyPhrase Extraction submissions, 87 passage ranking submissions, 0 document ranking
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+ submissions, 73 QnA V2 submissions, 82 NLGEN submisions, and 15 QnA V1 submissions
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+
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+ This data comes in three tasks/forms: Original QnA dataset(v1.1), Question Answering(v2.1), Natural Language Generation(v2.1).
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+
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+ The original question answering datset featured 100,000 examples and was released in 2016. Leaderboard is now closed but data is availible below.
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+
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+ The current competitive tasks are Question Answering and Natural Language Generation. Question Answering features over 1,000,000 queries and
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+ is much like the original QnA dataset but bigger and with higher quality. The Natural Language Generation dataset features 180,000 examples and
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+ builds upon the QnA dataset to deliver answers that could be spoken by a smart speaker.
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+
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+ version v1.1
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+
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+ ### Supported Tasks and Leaderboards
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+
149
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
150
+
151
+ ### Languages
152
+
153
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
154
+
155
+ ## Dataset Structure
156
+
157
+ ### Data Instances
158
+
159
+ #### v1.1
160
+
161
+ - **Size of downloaded dataset files:** 168.69 MB
162
+ - **Size of the generated dataset:** 434.61 MB
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+ - **Total amount of disk used:** 603.31 MB
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+
165
+ An example of 'train' looks as follows.
166
+ ```
167
+
168
+ ```
169
+
170
+ #### v2.1
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+
172
+ - **Size of downloaded dataset files:** 1.38 GB
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+ - **Size of the generated dataset:** 4.29 GB
174
+ - **Total amount of disk used:** 5.67 GB
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+
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+ An example of 'validation' looks as follows.
177
+ ```
178
+
179
+ ```
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+
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+ ### Data Fields
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+
183
+ The data fields are the same among all splits.
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+
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+ #### v1.1
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+ - `answers`: a `list` of `string` features.
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+ - `passages`: a dictionary feature containing:
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+ - `is_selected`: a `int32` feature.
189
+ - `passage_text`: a `string` feature.
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+ - `url`: a `string` feature.
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+ - `query`: a `string` feature.
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+ - `query_id`: a `int32` feature.
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+ - `query_type`: a `string` feature.
194
+ - `wellFormedAnswers`: a `list` of `string` features.
195
+
196
+ #### v2.1
197
+ - `answers`: a `list` of `string` features.
198
+ - `passages`: a dictionary feature containing:
199
+ - `is_selected`: a `int32` feature.
200
+ - `passage_text`: a `string` feature.
201
+ - `url`: a `string` feature.
202
+ - `query`: a `string` feature.
203
+ - `query_id`: a `int32` feature.
204
+ - `query_type`: a `string` feature.
205
+ - `wellFormedAnswers`: a `list` of `string` features.
206
+
207
+ ### Data Splits
208
+
209
+ |name|train |validation| test |
210
+ |----|-----:|---------:|-----:|
211
+ |v1.1| 82326| 10047| 9650|
212
+ |v2.1|808731| 101093|101092|
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+
214
+ ## Dataset Creation
215
+
216
+ ### Curation Rationale
217
+
218
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
219
+
220
+ ### Source Data
221
+
222
+ #### Initial Data Collection and Normalization
223
+
224
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
225
+
226
+ #### Who are the source language producers?
227
+
228
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
229
+
230
+ ### Annotations
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+
232
+ #### Annotation process
233
+
234
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
235
+
236
+ #### Who are the annotators?
237
+
238
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
239
+
240
+ ### Personal and Sensitive Information
241
+
242
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
243
+
244
+ ## Considerations for Using the Data
245
+
246
+ ### Social Impact of Dataset
247
+
248
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
249
+
250
+ ### Discussion of Biases
251
+
252
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
253
+
254
+ ### Other Known Limitations
255
+
256
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
257
+
258
+ ## Additional Information
259
+
260
+ ### Dataset Curators
261
+
262
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
263
+
264
+ ### Licensing Information
265
+
266
+ [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
267
+
268
+ ### Citation Information
269
+
270
+ ```
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+
272
+ @article{DBLP:journals/corr/NguyenRSGTMD16,
273
+ author = {Tri Nguyen and
274
+ Mir Rosenberg and
275
+ Xia Song and
276
+ Jianfeng Gao and
277
+ Saurabh Tiwary and
278
+ Rangan Majumder and
279
+ Li Deng},
280
+ title = {{MS} {MARCO:} {A} Human Generated MAchine Reading COmprehension Dataset},
281
+ journal = {CoRR},
282
+ volume = {abs/1611.09268},
283
+ year = {2016},
284
+ url = {http://arxiv.org/abs/1611.09268},
285
+ archivePrefix = {arXiv},
286
+ eprint = {1611.09268},
287
+ timestamp = {Mon, 13 Aug 2018 16:49:03 +0200},
288
+ biburl = {https://dblp.org/rec/journals/corr/NguyenRSGTMD16.bib},
289
+ bibsource = {dblp computer science bibliography, https://dblp.org}
290
+ }
291
+ }
292
+
293
+ ```
294
+
295
+
296
+ ### Contributions
297
+
298
+ Thanks to [@mariamabarham](https://github.com/mariamabarham), [@thomwolf](https://github.com/thomwolf), [@lewtun](https://github.com/lewtun) for adding this dataset.
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