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--- /dev/null
+++ b/.gitattributes
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+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bin.* filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
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+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
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+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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+*.xz filter=lfs diff=lfs merge=lfs -text
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+*.zstandard filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
diff --git a/README.md b/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..46e05bafd065a727257a04d86ccd2ef3557f8753
--- /dev/null
+++ b/README.md
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+---
+language:
+- ar
+- bg
+- de
+- el
+- en
+- es
+- fr
+- hi
+- ru
+- sw
+- th
+- tr
+- ur
+- vi
+- zh
+paperswithcode_id: xnli
+pretty_name: Cross-lingual Natural Language Inference
+dataset_info:
+- config_name: all_languages
+  features:
+  - name: premise
+    dtype:
+      translation:
+        languages:
+        - ar
+        - bg
+        - de
+        - el
+        - en
+        - es
+        - fr
+        - hi
+        - ru
+        - sw
+        - th
+        - tr
+        - ur
+        - vi
+        - zh
+  - name: hypothesis
+    dtype:
+      translation_variable_languages:
+        languages:
+        - ar
+        - bg
+        - de
+        - el
+        - en
+        - es
+        - fr
+        - hi
+        - ru
+        - sw
+        - th
+        - tr
+        - ur
+        - vi
+        - zh
+        num_languages: 15
+  - name: label
+    dtype:
+      class_label:
+        names:
+          '0': entailment
+          '1': neutral
+          '2': contradiction
+  splits:
+  - name: train
+    num_bytes: 1581471691
+    num_examples: 392702
+  - name: test
+    num_bytes: 19387432
+    num_examples: 5010
+  - name: validation
+    num_bytes: 9566179
+    num_examples: 2490
+  download_size: 963942271
+  dataset_size: 1610425302
+- config_name: ar
+  features:
+  - name: premise
+    dtype: string
+  - name: hypothesis
+    dtype: string
+  - name: label
+    dtype:
+      class_label:
+        names:
+          '0': entailment
+          '1': neutral
+          '2': contradiction
+  splits:
+  - name: train
+    num_bytes: 107399614
+    num_examples: 392702
+  - name: test
+    num_bytes: 1294553
+    num_examples: 5010
+  - name: validation
+    num_bytes: 633001
+    num_examples: 2490
+  download_size: 59215902
+  dataset_size: 109327168
+- config_name: bg
+  features:
+  - name: premise
+    dtype: string
+  - name: hypothesis
+    dtype: string
+  - name: label
+    dtype:
+      class_label:
+        names:
+          '0': entailment
+          '1': neutral
+          '2': contradiction
+  splits:
+  - name: train
+    num_bytes: 125973225
+    num_examples: 392702
+  - name: test
+    num_bytes: 1573034
+    num_examples: 5010
+  - name: validation
+    num_bytes: 774061
+    num_examples: 2490
+  download_size: 66117878
+  dataset_size: 128320320
+- config_name: de
+  features:
+  - name: premise
+    dtype: string
+  - name: hypothesis
+    dtype: string
+  - name: label
+    dtype:
+      class_label:
+        names:
+          '0': entailment
+          '1': neutral
+          '2': contradiction
+  splits:
+  - name: train
+    num_bytes: 84684140
+    num_examples: 392702
+  - name: test
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+    num_examples: 5010
+  - name: validation
+    num_bytes: 494604
+    num_examples: 2490
+  download_size: 55973883
+  dataset_size: 86175232
+- config_name: el
+  features:
+  - name: premise
+    dtype: string
+  - name: hypothesis
+    dtype: string
+  - name: label
+    dtype:
+      class_label:
+        names:
+          '0': entailment
+          '1': neutral
+          '2': contradiction
+  splits:
+  - name: train
+    num_bytes: 139753358
+    num_examples: 392702
+  - name: test
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+    num_examples: 5010
+  - name: validation
+    num_bytes: 841226
+    num_examples: 2490
+  download_size: 74551247
+  dataset_size: 142299369
+- config_name: en
+  features:
+  - name: premise
+    dtype: string
+  - name: hypothesis
+    dtype: string
+  - name: label
+    dtype:
+      class_label:
+        names:
+          '0': entailment
+          '1': neutral
+          '2': contradiction
+  splits:
+  - name: train
+    num_bytes: 74444026
+    num_examples: 392702
+  - name: test
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+    num_examples: 5010
+  - name: validation
+    num_bytes: 433463
+    num_examples: 2490
+  download_size: 50627367
+  dataset_size: 75752623
+- config_name: es
+  features:
+  - name: premise
+    dtype: string
+  - name: hypothesis
+    dtype: string
+  - name: label
+    dtype:
+      class_label:
+        names:
+          '0': entailment
+          '1': neutral
+          '2': contradiction
+  splits:
+  - name: train
+    num_bytes: 81383284
+    num_examples: 392702
+  - name: test
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+    num_examples: 5010
+  - name: validation
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+    num_examples: 2490
+  download_size: 53677157
+  dataset_size: 82831519
+- config_name: fr
+  features:
+  - name: premise
+    dtype: string
+  - name: hypothesis
+    dtype: string
+  - name: label
+    dtype:
+      class_label:
+        names:
+          '0': entailment
+          '1': neutral
+          '2': contradiction
+  splits:
+  - name: train
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+    num_examples: 392702
+  - name: test
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+    num_examples: 5010
+  - name: validation
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+    num_examples: 2490
+  download_size: 55968680
+  dataset_size: 87348122
+- config_name: hi
+  features:
+  - name: premise
+    dtype: string
+  - name: hypothesis
+    dtype: string
+  - name: label
+    dtype:
+      class_label:
+        names:
+          '0': entailment
+          '1': neutral
+          '2': contradiction
+  splits:
+  - name: train
+    num_bytes: 170593964
+    num_examples: 392702
+  - name: test
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+    num_examples: 5010
+  - name: validation
+    num_bytes: 1023915
+    num_examples: 2490
+  download_size: 70908548
+  dataset_size: 173690952
+- config_name: ru
+  features:
+  - name: premise
+    dtype: string
+  - name: hypothesis
+    dtype: string
+  - name: label
+    dtype:
+      class_label:
+        names:
+          '0': entailment
+          '1': neutral
+          '2': contradiction
+  splits:
+  - name: train
+    num_bytes: 129859615
+    num_examples: 392702
+  - name: test
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+    num_examples: 5010
+  - name: validation
+    num_bytes: 786442
+    num_examples: 2490
+  download_size: 70702606
+  dataset_size: 132249523
+- config_name: sw
+  features:
+  - name: premise
+    dtype: string
+  - name: hypothesis
+    dtype: string
+  - name: label
+    dtype:
+      class_label:
+        names:
+          '0': entailment
+          '1': neutral
+          '2': contradiction
+  splits:
+  - name: train
+    num_bytes: 69285725
+    num_examples: 392702
+  - name: test
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+    num_examples: 5010
+  - name: validation
+    num_bytes: 429850
+    num_examples: 2490
+  download_size: 45564152
+  dataset_size: 70587226
+- config_name: th
+  features:
+  - name: premise
+    dtype: string
+  - name: hypothesis
+    dtype: string
+  - name: label
+    dtype:
+      class_label:
+        names:
+          '0': entailment
+          '1': neutral
+          '2': contradiction
+  splits:
+  - name: train
+    num_bytes: 176062892
+    num_examples: 392702
+  - name: test
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+    num_examples: 5010
+  - name: validation
+    num_bytes: 1061160
+    num_examples: 2490
+  download_size: 77222045
+  dataset_size: 179271067
+- config_name: tr
+  features:
+  - name: premise
+    dtype: string
+  - name: hypothesis
+    dtype: string
+  - name: label
+    dtype:
+      class_label:
+        names:
+          '0': entailment
+          '1': neutral
+          '2': contradiction
+  splits:
+  - name: train
+    num_bytes: 71637140
+    num_examples: 392702
+  - name: test
+    num_bytes: 934934
+    num_examples: 5010
+  - name: validation
+    num_bytes: 459308
+    num_examples: 2490
+  download_size: 48509680
+  dataset_size: 73031382
+- config_name: ur
+  features:
+  - name: premise
+    dtype: string
+  - name: hypothesis
+    dtype: string
+  - name: label
+    dtype:
+      class_label:
+        names:
+          '0': entailment
+          '1': neutral
+          '2': contradiction
+  splits:
+  - name: train
+    num_bytes: 96441486
+    num_examples: 392702
+  - name: test
+    num_bytes: 1416241
+    num_examples: 5010
+  - name: validation
+    num_bytes: 699952
+    num_examples: 2490
+  download_size: 46682785
+  dataset_size: 98557679
+- config_name: vi
+  features:
+  - name: premise
+    dtype: string
+  - name: hypothesis
+    dtype: string
+  - name: label
+    dtype:
+      class_label:
+        names:
+          '0': entailment
+          '1': neutral
+          '2': contradiction
+  splits:
+  - name: train
+    num_bytes: 101417430
+    num_examples: 392702
+  - name: test
+    num_bytes: 1190217
+    num_examples: 5010
+  - name: validation
+    num_bytes: 590680
+    num_examples: 2490
+  download_size: 57690058
+  dataset_size: 103198327
+- config_name: zh
+  features:
+  - name: premise
+    dtype: string
+  - name: hypothesis
+    dtype: string
+  - name: label
+    dtype:
+      class_label:
+        names:
+          '0': entailment
+          '1': neutral
+          '2': contradiction
+  splits:
+  - name: train
+    num_bytes: 72224841
+    num_examples: 392702
+  - name: test
+    num_bytes: 777929
+    num_examples: 5010
+  - name: validation
+    num_bytes: 384851
+    num_examples: 2490
+  download_size: 48269855
+  dataset_size: 73387621
+configs:
+- config_name: all_languages
+  data_files:
+  - split: train
+    path: all_languages/train-*
+  - split: test
+    path: all_languages/test-*
+  - split: validation
+    path: all_languages/validation-*
+- config_name: ar
+  data_files:
+  - split: train
+    path: ar/train-*
+  - split: test
+    path: ar/test-*
+  - split: validation
+    path: ar/validation-*
+- config_name: bg
+  data_files:
+  - split: train
+    path: bg/train-*
+  - split: test
+    path: bg/test-*
+  - split: validation
+    path: bg/validation-*
+- config_name: de
+  data_files:
+  - split: train
+    path: de/train-*
+  - split: test
+    path: de/test-*
+  - split: validation
+    path: de/validation-*
+- config_name: el
+  data_files:
+  - split: train
+    path: el/train-*
+  - split: test
+    path: el/test-*
+  - split: validation
+    path: el/validation-*
+- config_name: en
+  data_files:
+  - split: train
+    path: en/train-*
+  - split: test
+    path: en/test-*
+  - split: validation
+    path: en/validation-*
+- config_name: es
+  data_files:
+  - split: train
+    path: es/train-*
+  - split: test
+    path: es/test-*
+  - split: validation
+    path: es/validation-*
+- config_name: fr
+  data_files:
+  - split: train
+    path: fr/train-*
+  - split: test
+    path: fr/test-*
+  - split: validation
+    path: fr/validation-*
+- config_name: hi
+  data_files:
+  - split: train
+    path: hi/train-*
+  - split: test
+    path: hi/test-*
+  - split: validation
+    path: hi/validation-*
+- config_name: ru
+  data_files:
+  - split: train
+    path: ru/train-*
+  - split: test
+    path: ru/test-*
+  - split: validation
+    path: ru/validation-*
+- config_name: sw
+  data_files:
+  - split: train
+    path: sw/train-*
+  - split: test
+    path: sw/test-*
+  - split: validation
+    path: sw/validation-*
+- config_name: th
+  data_files:
+  - split: train
+    path: th/train-*
+  - split: test
+    path: th/test-*
+  - split: validation
+    path: th/validation-*
+- config_name: tr
+  data_files:
+  - split: train
+    path: tr/train-*
+  - split: test
+    path: tr/test-*
+  - split: validation
+    path: tr/validation-*
+- config_name: ur
+  data_files:
+  - split: train
+    path: ur/train-*
+  - split: test
+    path: ur/test-*
+  - split: validation
+    path: ur/validation-*
+- config_name: vi
+  data_files:
+  - split: train
+    path: vi/train-*
+  - split: test
+    path: vi/test-*
+  - split: validation
+    path: vi/validation-*
+- config_name: zh
+  data_files:
+  - split: train
+    path: zh/train-*
+  - split: test
+    path: zh/test-*
+  - split: validation
+    path: zh/validation-*
+---
+
+# Dataset Card for "xnli"
+
+## 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)
+  - [Data Fields](#data-fields)
+  - [Data Splits](#data-splits)
+- [Dataset Creation](#dataset-creation)
+  - [Curation Rationale](#curation-rationale)
+  - [Source Data](#source-data)
+  - [Annotations](#annotations)
+  - [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://www.nyu.edu/projects/bowman/xnli/](https://www.nyu.edu/projects/bowman/xnli/)
+- **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:** 7.74 GB
+- **Size of the generated dataset:** 3.23 GB
+- **Total amount of disk used:** 10.97 GB
+
+### Dataset Summary
+
+XNLI is a subset of a few thousand examples from MNLI which has been translated
+into a 14 different languages (some low-ish resource). As with MNLI, the goal is
+to predict textual entailment (does sentence A imply/contradict/neither sentence
+B) and is a classification task (given two sentences, predict one of three
+labels).
+
+### 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
+
+#### all_languages
+
+- **Size of downloaded dataset files:** 483.96 MB
+- **Size of the generated dataset:** 1.61 GB
+- **Total amount of disk used:** 2.09 GB
+
+An example of 'train' looks as follows.
+```
+This example was too long and was cropped:
+
+{
+    "hypothesis": "{\"language\": [\"ar\", \"bg\", \"de\", \"el\", \"en\", \"es\", \"fr\", \"hi\", \"ru\", \"sw\", \"th\", \"tr\", \"ur\", \"vi\", \"zh\"], \"translation\": [\"احد اع...",
+    "label": 0,
+    "premise": "{\"ar\": \"واحدة من رقابنا ستقوم بتنفيذ تعليماتك كلها بكل دقة\", \"bg\": \"един от нашите номера ще ви даде инструкции .\", \"de\": \"Eine ..."
+}
+```
+
+#### ar
+
+- **Size of downloaded dataset files:** 483.96 MB
+- **Size of the generated dataset:** 109.32 MB
+- **Total amount of disk used:** 593.29 MB
+
+An example of 'validation' looks as follows.
+```
+{
+    "hypothesis": "اتصل بأمه حالما أوصلته حافلة المدرسية.",
+    "label": 1,
+    "premise": "وقال، ماما، لقد عدت للمنزل."
+}
+```
+
+#### bg
+
+- **Size of downloaded dataset files:** 483.96 MB
+- **Size of the generated dataset:** 128.32 MB
+- **Total amount of disk used:** 612.28 MB
+
+An example of 'train' looks as follows.
+```
+This example was too long and was cropped:
+
+{
+    "hypothesis": "\"губиш нещата на следното ниво , ако хората си припомнят .\"...",
+    "label": 0,
+    "premise": "\"по време на сезона и предполагам , че на твоето ниво ще ги загубиш на следващото ниво , ако те решат да си припомнят отбора на ..."
+}
+```
+
+#### de
+
+- **Size of downloaded dataset files:** 483.96 MB
+- **Size of the generated dataset:** 86.17 MB
+- **Total amount of disk used:** 570.14 MB
+
+An example of 'train' looks as follows.
+```
+This example was too long and was cropped:
+
+{
+    "hypothesis": "Man verliert die Dinge auf die folgende Ebene , wenn sich die Leute erinnern .",
+    "label": 0,
+    "premise": "\"Du weißt , während der Saison und ich schätze , auf deiner Ebene verlierst du sie auf die nächste Ebene , wenn sie sich entschl..."
+}
+```
+
+#### el
+
+- **Size of downloaded dataset files:** 483.96 MB
+- **Size of the generated dataset:** 142.30 MB
+- **Total amount of disk used:** 626.26 MB
+
+An example of 'validation' looks as follows.
+```
+This example was too long and was cropped:
+
+{
+    "hypothesis": "\"Τηλεφώνησε στη μαμά του μόλις το σχολικό λεωφορείο τον άφησε.\"...",
+    "label": 1,
+    "premise": "Και είπε, Μαμά, έφτασα στο σπίτι."
+}
+```
+
+### Data Fields
+
+The data fields are the same among all splits.
+
+#### all_languages
+- `premise`: a multilingual `string` variable, with possible languages including `ar`, `bg`, `de`, `el`, `en`.
+- `hypothesis`: a multilingual `string` variable, with possible languages including `ar`, `bg`, `de`, `el`, `en`.
+- `label`: a classification label, with possible values including `entailment` (0), `neutral` (1), `contradiction` (2).
+
+#### ar
+- `premise`: a `string` feature.
+- `hypothesis`: a `string` feature.
+- `label`: a classification label, with possible values including `entailment` (0), `neutral` (1), `contradiction` (2).
+
+#### bg
+- `premise`: a `string` feature.
+- `hypothesis`: a `string` feature.
+- `label`: a classification label, with possible values including `entailment` (0), `neutral` (1), `contradiction` (2).
+
+#### de
+- `premise`: a `string` feature.
+- `hypothesis`: a `string` feature.
+- `label`: a classification label, with possible values including `entailment` (0), `neutral` (1), `contradiction` (2).
+
+#### el
+- `premise`: a `string` feature.
+- `hypothesis`: a `string` feature.
+- `label`: a classification label, with possible values including `entailment` (0), `neutral` (1), `contradiction` (2).
+
+### Data Splits
+
+|    name     |train |validation|test|
+|-------------|-----:|---------:|---:|
+|all_languages|392702|      2490|5010|
+|ar           |392702|      2490|5010|
+|bg           |392702|      2490|5010|
+|de           |392702|      2490|5010|
+|el           |392702|      2490|5010|
+
+## 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
+
+```
+@InProceedings{conneau2018xnli,
+  author = {Conneau, Alexis
+                 and Rinott, Ruty
+                 and Lample, Guillaume
+                 and Williams, Adina
+                 and Bowman, Samuel R.
+                 and Schwenk, Holger
+                 and Stoyanov, Veselin},
+  title = {XNLI: Evaluating Cross-lingual Sentence Representations},
+  booktitle = {Proceedings of the 2018 Conference on Empirical Methods
+               in Natural Language Processing},
+  year = {2018},
+  publisher = {Association for Computational Linguistics},
+  location = {Brussels, Belgium},
+}
+```
+
+
+### Contributions
+
+Thanks to [@lewtun](https://github.com/lewtun), [@mariamabarham](https://github.com/mariamabarham), [@thomwolf](https://github.com/thomwolf), [@lhoestq](https://github.com/lhoestq), [@patrickvonplaten](https://github.com/patrickvonplaten) for adding this dataset.
\ No newline at end of file
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