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Browse files- README.md +842 -0
- test/ar.parquet +3 -0
- test/bg.parquet +3 -0
- test/de.parquet +3 -0
- test/el.parquet +3 -0
- test/en.parquet +3 -0
- test/es.parquet +3 -0
- test/fr.parquet +3 -0
- test/hi.parquet +3 -0
- test/ru.parquet +3 -0
- test/sw.parquet +3 -0
- test/th.parquet +3 -0
- test/tr.parquet +3 -0
- test/ur.parquet +3 -0
- test/vi.parquet +3 -0
- test/zh.parquet +3 -0
- train/ar.parquet +3 -0
- train/bg.parquet +3 -0
- train/de.parquet +3 -0
- train/el.parquet +3 -0
- train/en.parquet +3 -0
- train/es.parquet +3 -0
- train/fr.parquet +3 -0
- train/hi.parquet +3 -0
- train/ru.parquet +3 -0
- train/sw.parquet +3 -0
- train/th.parquet +3 -0
- train/tr.parquet +3 -0
- train/ur.parquet +3 -0
- train/vi.parquet +3 -0
- train/zh.parquet +3 -0
- validation/ar.parquet +3 -0
- validation/bg.parquet +3 -0
- validation/de.parquet +3 -0
- validation/el.parquet +3 -0
- validation/en.parquet +3 -0
- validation/es.parquet +3 -0
- validation/fr.parquet +3 -0
- validation/hi.parquet +3 -0
- validation/ru.parquet +3 -0
- validation/sw.parquet +3 -0
- validation/th.parquet +3 -0
- validation/tr.parquet +3 -0
- validation/ur.parquet +3 -0
- validation/vi.parquet +3 -0
- validation/zh.parquet +3 -0
README.md
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1 |
+
---
|
2 |
+
language:
|
3 |
+
- ar
|
4 |
+
- bg
|
5 |
+
- de
|
6 |
+
- el
|
7 |
+
- en
|
8 |
+
- es
|
9 |
+
- fr
|
10 |
+
- hi
|
11 |
+
- ru
|
12 |
+
- sw
|
13 |
+
- th
|
14 |
+
- tr
|
15 |
+
- ur
|
16 |
+
- vi
|
17 |
+
- zh
|
18 |
+
paperswithcode_id: xnli
|
19 |
+
pretty_name: Cross-lingual Natural Language Inference
|
20 |
+
dataset_info:
|
21 |
+
- config_name: all_languages
|
22 |
+
features:
|
23 |
+
- name: premise
|
24 |
+
dtype:
|
25 |
+
translation:
|
26 |
+
languages:
|
27 |
+
- ar
|
28 |
+
- bg
|
29 |
+
- de
|
30 |
+
- el
|
31 |
+
- en
|
32 |
+
- es
|
33 |
+
- fr
|
34 |
+
- hi
|
35 |
+
- ru
|
36 |
+
- sw
|
37 |
+
- th
|
38 |
+
- tr
|
39 |
+
- ur
|
40 |
+
- vi
|
41 |
+
- zh
|
42 |
+
- name: hypothesis
|
43 |
+
dtype:
|
44 |
+
translation_variable_languages:
|
45 |
+
languages:
|
46 |
+
- ar
|
47 |
+
- bg
|
48 |
+
- de
|
49 |
+
- el
|
50 |
+
- en
|
51 |
+
- es
|
52 |
+
- fr
|
53 |
+
- hi
|
54 |
+
- ru
|
55 |
+
- sw
|
56 |
+
- th
|
57 |
+
- tr
|
58 |
+
- ur
|
59 |
+
- vi
|
60 |
+
- zh
|
61 |
+
num_languages: 15
|
62 |
+
- name: label
|
63 |
+
dtype:
|
64 |
+
class_label:
|
65 |
+
names:
|
66 |
+
'0': entailment
|
67 |
+
'1': neutral
|
68 |
+
'2': contradiction
|
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+
splits:
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+
- name: train
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num_examples: 2490
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download_size: 963942271
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80 |
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dataset_size: 1610425302
|
81 |
+
- config_name: ar
|
82 |
+
features:
|
83 |
+
- name: premise
|
84 |
+
dtype: string
|
85 |
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|
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|
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dataset_size: 73387621
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configs:
|
457 |
+
- config_name: default
|
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+
data_files:
|
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+
- path: test/*.parquet
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split: test
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split: train
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split: validation
|
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- config_name: ar
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data_files:
|
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- path: xnli/test/ar.parquet
|
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split: test
|
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- path: xnli/train/ar.parquet
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split: train
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- path: xnli/validation/ar.parquet
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split: validation
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- config_name: ru
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data_files:
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- path: xnli/test/ru.parquet
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split: test
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- path: xnli/train/ru.parquet
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split: train
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+
split: validation
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+
- config_name: el
|
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+
data_files:
|
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+
- path: xnli/test/el.parquet
|
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+
split: test
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+
- path: xnli/train/el.parquet
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+
split: train
|
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+
- path: xnli/validation/el.parquet
|
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+
split: validation
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+
- config_name: th
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+
data_files:
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+
- path: xnli/test/th.parquet
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split: test
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+
- path: xnli/train/th.parquet
|
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+
split: train
|
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+
- path: xnli/validation/th.parquet
|
496 |
+
split: validation
|
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+
- config_name: fr
|
498 |
+
data_files:
|
499 |
+
- path: xnli/test/fr.parquet
|
500 |
+
split: test
|
501 |
+
- path: xnli/train/fr.parquet
|
502 |
+
split: train
|
503 |
+
- path: xnli/validation/fr.parquet
|
504 |
+
split: validation
|
505 |
+
- config_name: de
|
506 |
+
data_files:
|
507 |
+
- path: xnli/test/de.parquet
|
508 |
+
split: test
|
509 |
+
- path: xnli/train/de.parquet
|
510 |
+
split: train
|
511 |
+
- path: xnli/validation/de.parquet
|
512 |
+
split: validation
|
513 |
+
- config_name: zh
|
514 |
+
data_files:
|
515 |
+
- path: xnli/test/zh.parquet
|
516 |
+
split: test
|
517 |
+
- path: xnli/train/zh.parquet
|
518 |
+
split: train
|
519 |
+
- path: xnli/validation/zh.parquet
|
520 |
+
split: validation
|
521 |
+
- config_name: ur
|
522 |
+
data_files:
|
523 |
+
- path: xnli/test/ur.parquet
|
524 |
+
split: test
|
525 |
+
- path: xnli/train/ur.parquet
|
526 |
+
split: train
|
527 |
+
- path: xnli/validation/ur.parquet
|
528 |
+
split: validation
|
529 |
+
- config_name: sw
|
530 |
+
data_files:
|
531 |
+
- path: xnli/test/sw.parquet
|
532 |
+
split: test
|
533 |
+
- path: xnli/train/sw.parquet
|
534 |
+
split: train
|
535 |
+
- path: xnli/validation/sw.parquet
|
536 |
+
split: validation
|
537 |
+
- config_name: bg
|
538 |
+
data_files:
|
539 |
+
- path: xnli/test/bg.parquet
|
540 |
+
split: test
|
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+
- path: xnli/train/bg.parquet
|
542 |
+
split: train
|
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+
- path: xnli/validation/bg.parquet
|
544 |
+
split: validation
|
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+
- config_name: es
|
546 |
+
data_files:
|
547 |
+
- path: xnli/test/es.parquet
|
548 |
+
split: test
|
549 |
+
- path: xnli/train/es.parquet
|
550 |
+
split: train
|
551 |
+
- path: xnli/validation/es.parquet
|
552 |
+
split: validation
|
553 |
+
- config_name: en
|
554 |
+
data_files:
|
555 |
+
- path: xnli/test/en.parquet
|
556 |
+
split: test
|
557 |
+
- path: xnli/train/en.parquet
|
558 |
+
split: train
|
559 |
+
- path: xnli/validation/en.parquet
|
560 |
+
split: validation
|
561 |
+
- config_name: vi
|
562 |
+
data_files:
|
563 |
+
- path: xnli/test/vi.parquet
|
564 |
+
split: test
|
565 |
+
- path: xnli/train/vi.parquet
|
566 |
+
split: train
|
567 |
+
- path: xnli/validation/vi.parquet
|
568 |
+
split: validation
|
569 |
+
- config_name: tr
|
570 |
+
data_files:
|
571 |
+
- path: xnli/test/tr.parquet
|
572 |
+
split: test
|
573 |
+
- path: xnli/train/tr.parquet
|
574 |
+
split: train
|
575 |
+
- path: xnli/validation/tr.parquet
|
576 |
+
split: validation
|
577 |
+
- config_name: hi
|
578 |
+
data_files:
|
579 |
+
- path: xnli/test/hi.parquet
|
580 |
+
split: test
|
581 |
+
- path: xnli/train/hi.parquet
|
582 |
+
split: train
|
583 |
+
- path: xnli/validation/hi.parquet
|
584 |
+
split: validation
|
585 |
+
---
|
586 |
+
|
587 |
+
# Dataset Card for "xnli"
|
588 |
+
|
589 |
+
## Table of Contents
|
590 |
+
- [Dataset Description](#dataset-description)
|
591 |
+
- [Dataset Summary](#dataset-summary)
|
592 |
+
- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
|
593 |
+
- [Languages](#languages)
|
594 |
+
- [Dataset Structure](#dataset-structure)
|
595 |
+
- [Data Instances](#data-instances)
|
596 |
+
- [Data Fields](#data-fields)
|
597 |
+
- [Data Splits](#data-splits)
|
598 |
+
- [Dataset Creation](#dataset-creation)
|
599 |
+
- [Curation Rationale](#curation-rationale)
|
600 |
+
- [Source Data](#source-data)
|
601 |
+
- [Annotations](#annotations)
|
602 |
+
- [Personal and Sensitive Information](#personal-and-sensitive-information)
|
603 |
+
- [Considerations for Using the Data](#considerations-for-using-the-data)
|
604 |
+
- [Social Impact of Dataset](#social-impact-of-dataset)
|
605 |
+
- [Discussion of Biases](#discussion-of-biases)
|
606 |
+
- [Other Known Limitations](#other-known-limitations)
|
607 |
+
- [Additional Information](#additional-information)
|
608 |
+
- [Dataset Curators](#dataset-curators)
|
609 |
+
- [Licensing Information](#licensing-information)
|
610 |
+
- [Citation Information](#citation-information)
|
611 |
+
- [Contributions](#contributions)
|
612 |
+
|
613 |
+
## Dataset Description
|
614 |
+
|
615 |
+
- **Homepage:** [https://www.nyu.edu/projects/bowman/xnli/](https://www.nyu.edu/projects/bowman/xnli/)
|
616 |
+
- **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
617 |
+
- **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
618 |
+
- **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
619 |
+
- **Size of downloaded dataset files:** 7.74 GB
|
620 |
+
- **Size of the generated dataset:** 3.23 GB
|
621 |
+
- **Total amount of disk used:** 10.97 GB
|
622 |
+
|
623 |
+
### Dataset Summary
|
624 |
+
|
625 |
+
XNLI is a subset of a few thousand examples from MNLI which has been translated
|
626 |
+
into a 14 different languages (some low-ish resource). As with MNLI, the goal is
|
627 |
+
to predict textual entailment (does sentence A imply/contradict/neither sentence
|
628 |
+
B) and is a classification task (given two sentences, predict one of three
|
629 |
+
labels).
|
630 |
+
|
631 |
+
### Supported Tasks and Leaderboards
|
632 |
+
|
633 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
634 |
+
|
635 |
+
### Languages
|
636 |
+
|
637 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
638 |
+
|
639 |
+
## Dataset Structure
|
640 |
+
|
641 |
+
### Data Instances
|
642 |
+
|
643 |
+
#### all_languages
|
644 |
+
|
645 |
+
- **Size of downloaded dataset files:** 483.96 MB
|
646 |
+
- **Size of the generated dataset:** 1.61 GB
|
647 |
+
- **Total amount of disk used:** 2.09 GB
|
648 |
+
|
649 |
+
An example of 'train' looks as follows.
|
650 |
+
```
|
651 |
+
This example was too long and was cropped:
|
652 |
+
|
653 |
+
{
|
654 |
+
"hypothesis": "{\"language\": [\"ar\", \"bg\", \"de\", \"el\", \"en\", \"es\", \"fr\", \"hi\", \"ru\", \"sw\", \"th\", \"tr\", \"ur\", \"vi\", \"zh\"], \"translation\": [\"احد اع...",
|
655 |
+
"label": 0,
|
656 |
+
"premise": "{\"ar\": \"واحدة من رقابنا ستقوم بتنفيذ تعليماتك كلها بكل دقة\", \"bg\": \"един от нашите номера ще ви даде инструкции .\", \"de\": \"Eine ..."
|
657 |
+
}
|
658 |
+
```
|
659 |
+
|
660 |
+
#### ar
|
661 |
+
|
662 |
+
- **Size of downloaded dataset files:** 483.96 MB
|
663 |
+
- **Size of the generated dataset:** 109.32 MB
|
664 |
+
- **Total amount of disk used:** 593.29 MB
|
665 |
+
|
666 |
+
An example of 'validation' looks as follows.
|
667 |
+
```
|
668 |
+
{
|
669 |
+
"hypothesis": "اتصل بأمه حالما أوصلته حافلة المدرسية.",
|
670 |
+
"label": 1,
|
671 |
+
"premise": "وقال، ماما، لقد عدت للمنزل."
|
672 |
+
}
|
673 |
+
```
|
674 |
+
|
675 |
+
#### bg
|
676 |
+
|
677 |
+
- **Size of downloaded dataset files:** 483.96 MB
|
678 |
+
- **Size of the generated dataset:** 128.32 MB
|
679 |
+
- **Total amount of disk used:** 612.28 MB
|
680 |
+
|
681 |
+
An example of 'train' looks as follows.
|
682 |
+
```
|
683 |
+
This example was too long and was cropped:
|
684 |
+
|
685 |
+
{
|
686 |
+
"hypothesis": "\"губиш нещата на следното ниво , ако хората си припомнят .\"...",
|
687 |
+
"label": 0,
|
688 |
+
"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 ..."
|
689 |
+
}
|
690 |
+
```
|
691 |
+
|
692 |
+
#### de
|
693 |
+
|
694 |
+
- **Size of downloaded dataset files:** 483.96 MB
|
695 |
+
- **Size of the generated dataset:** 86.17 MB
|
696 |
+
- **Total amount of disk used:** 570.14 MB
|
697 |
+
|
698 |
+
An example of 'train' looks as follows.
|
699 |
+
```
|
700 |
+
This example was too long and was cropped:
|
701 |
+
|
702 |
+
{
|
703 |
+
"hypothesis": "Man verliert die Dinge auf die folgende Ebene , wenn sich die Leute erinnern .",
|
704 |
+
"label": 0,
|
705 |
+
"premise": "\"Du weißt , während der Saison und ich schätze , auf deiner Ebene verlierst du sie auf die nächste Ebene , wenn sie sich entschl..."
|
706 |
+
}
|
707 |
+
```
|
708 |
+
|
709 |
+
#### el
|
710 |
+
|
711 |
+
- **Size of downloaded dataset files:** 483.96 MB
|
712 |
+
- **Size of the generated dataset:** 142.30 MB
|
713 |
+
- **Total amount of disk used:** 626.26 MB
|
714 |
+
|
715 |
+
An example of 'validation' looks as follows.
|
716 |
+
```
|
717 |
+
This example was too long and was cropped:
|
718 |
+
|
719 |
+
{
|
720 |
+
"hypothesis": "\"Τηλεφώνησε στη μαμά του μόλις το σχολικό λεωφορείο τον άφησε.\"...",
|
721 |
+
"label": 1,
|
722 |
+
"premise": "Και είπε, Μαμά, έφτασα στο σπίτι."
|
723 |
+
}
|
724 |
+
```
|
725 |
+
|
726 |
+
### Data Fields
|
727 |
+
|
728 |
+
The data fields are the same among all splits.
|
729 |
+
|
730 |
+
#### all_languages
|
731 |
+
- `premise`: a multilingual `string` variable, with possible languages including `ar`, `bg`, `de`, `el`, `en`.
|
732 |
+
- `hypothesis`: a multilingual `string` variable, with possible languages including `ar`, `bg`, `de`, `el`, `en`.
|
733 |
+
- `label`: a classification label, with possible values including `entailment` (0), `neutral` (1), `contradiction` (2).
|
734 |
+
|
735 |
+
#### ar
|
736 |
+
- `premise`: a `string` feature.
|
737 |
+
- `hypothesis`: a `string` feature.
|
738 |
+
- `label`: a classification label, with possible values including `entailment` (0), `neutral` (1), `contradiction` (2).
|
739 |
+
|
740 |
+
#### bg
|
741 |
+
- `premise`: a `string` feature.
|
742 |
+
- `hypothesis`: a `string` feature.
|
743 |
+
- `label`: a classification label, with possible values including `entailment` (0), `neutral` (1), `contradiction` (2).
|
744 |
+
|
745 |
+
#### de
|
746 |
+
- `premise`: a `string` feature.
|
747 |
+
- `hypothesis`: a `string` feature.
|
748 |
+
- `label`: a classification label, with possible values including `entailment` (0), `neutral` (1), `contradiction` (2).
|
749 |
+
|
750 |
+
#### el
|
751 |
+
- `premise`: a `string` feature.
|
752 |
+
- `hypothesis`: a `string` feature.
|
753 |
+
- `label`: a classification label, with possible values including `entailment` (0), `neutral` (1), `contradiction` (2).
|
754 |
+
|
755 |
+
### Data Splits
|
756 |
+
|
757 |
+
| name |train |validation|test|
|
758 |
+
|-------------|-----:|---------:|---:|
|
759 |
+
|all_languages|392702| 2490|5010|
|
760 |
+
|ar |392702| 2490|5010|
|
761 |
+
|bg |392702| 2490|5010|
|
762 |
+
|de |392702| 2490|5010|
|
763 |
+
|el |392702| 2490|5010|
|
764 |
+
|
765 |
+
## Dataset Creation
|
766 |
+
|
767 |
+
### Curation Rationale
|
768 |
+
|
769 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
770 |
+
|
771 |
+
### Source Data
|
772 |
+
|
773 |
+
#### Initial Data Collection and Normalization
|
774 |
+
|
775 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
776 |
+
|
777 |
+
#### Who are the source language producers?
|
778 |
+
|
779 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
780 |
+
|
781 |
+
### Annotations
|
782 |
+
|
783 |
+
#### Annotation process
|
784 |
+
|
785 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
786 |
+
|
787 |
+
#### Who are the annotators?
|
788 |
+
|
789 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
790 |
+
|
791 |
+
### Personal and Sensitive Information
|
792 |
+
|
793 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
794 |
+
|
795 |
+
## Considerations for Using the Data
|
796 |
+
|
797 |
+
### Social Impact of Dataset
|
798 |
+
|
799 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
800 |
+
|
801 |
+
### Discussion of Biases
|
802 |
+
|
803 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
804 |
+
|
805 |
+
### Other Known Limitations
|
806 |
+
|
807 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
808 |
+
|
809 |
+
## Additional Information
|
810 |
+
|
811 |
+
### Dataset Curators
|
812 |
+
|
813 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
814 |
+
|
815 |
+
### Licensing Information
|
816 |
+
|
817 |
+
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
|
818 |
+
|
819 |
+
### Citation Information
|
820 |
+
|
821 |
+
```
|
822 |
+
@InProceedings{conneau2018xnli,
|
823 |
+
author = {Conneau, Alexis
|
824 |
+
and Rinott, Ruty
|
825 |
+
and Lample, Guillaume
|
826 |
+
and Williams, Adina
|
827 |
+
and Bowman, Samuel R.
|
828 |
+
and Schwenk, Holger
|
829 |
+
and Stoyanov, Veselin},
|
830 |
+
title = {XNLI: Evaluating Cross-lingual Sentence Representations},
|
831 |
+
booktitle = {Proceedings of the 2018 Conference on Empirical Methods
|
832 |
+
in Natural Language Processing},
|
833 |
+
year = {2018},
|
834 |
+
publisher = {Association for Computational Linguistics},
|
835 |
+
location = {Brussels, Belgium},
|
836 |
+
}
|
837 |
+
```
|
838 |
+
|
839 |
+
|
840 |
+
### Contributions
|
841 |
+
|
842 |
+
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.
|
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test/ru.parquet
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test/sw.parquet
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test/th.parquet
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test/tr.parquet
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test/ur.parquet
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|
train/en.parquet
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|
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|
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