xnli

• Description:

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).

• Additional Documentation: Explore on Papers With Code

• Homepage: https://www.nyu.edu/projects/bowman/xnli/

• Source code: tfds.text.Xnli

• Versions:

  • 1.1.0 (default): No release notes.

• Download size: 17.04 MiB

• Dataset size: 29.62 MiB

• Auto-cached (documentation): Yes

• Splits:

Split	Examples
'test'	5,010
'validation'	2,490

• Feature structure:

FeaturesDict({
    'hypothesis': TranslationVariableLanguages({
        'language': Text(shape=(), dtype=string),
        'translation': Text(shape=(), dtype=string),
    }),
    'label': ClassLabel(shape=(), dtype=int64, num_classes=3),
    'premise': Translation({
        'ar': Text(shape=(), dtype=string),
        'bg': Text(shape=(), dtype=string),
        'de': Text(shape=(), dtype=string),
        'el': Text(shape=(), dtype=string),
        'en': Text(shape=(), dtype=string),
        'es': Text(shape=(), dtype=string),
        'fr': Text(shape=(), dtype=string),
        'hi': Text(shape=(), dtype=string),
        'ru': Text(shape=(), dtype=string),
        'sw': Text(shape=(), dtype=string),
        'th': Text(shape=(), dtype=string),
        'tr': Text(shape=(), dtype=string),
        'ur': Text(shape=(), dtype=string),
        'vi': Text(shape=(), dtype=string),
        'zh': Text(shape=(), dtype=string),
    }),
})

• Feature documentation:

Feature	Class	Shape	Dtype	Description
	FeaturesDict
hypothesis	TranslationVariableLanguages
hypothesis/language	Text		string
hypothesis/translation	Text		string
label	ClassLabel		int64
premise	Translation
premise/ar	Text		string
premise/bg	Text		string
premise/de	Text		string
premise/el	Text		string
premise/en	Text		string
premise/es	Text		string
premise/fr	Text		string
premise/hi	Text		string
premise/ru	Text		string
premise/sw	Text		string
premise/th	Text		string
premise/tr	Text		string
premise/ur	Text		string
premise/vi	Text		string
premise/zh	Text		string

• Supervised keys (See as_supervised doc): None

• Figure (tfds.show_examples): Not supported.

• Examples (tfds.as_dataframe):

• Citation:

@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",
}