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Natural Language Inference datasets

Dataset Summary

Collection of sentence pairs annotated for the Natural Language Inference (NLI) task. It consists of 2 distinct datasets:

  • SNLI
  • WNLI

Supported Tasks and Leaderboards

[More Information Needed]

Languages

Polish language, PL English language, EN

Dataset Structure

Data Instances

Data are structured in JSONL format, each sample consists of sentence pair with a label.

{
  "id": 0, 
  "sentence_1": "The tourist is wandering on the beach.", 
  "sentence_2": "The tourist crosses the forest stream.", 
  "label": "contradiction"
}

Data Fields

Description of json keys:

  • id: identifier of the sentence pair
  • sentence_1: first sentence
  • sentence_2: second sentence
  • label: NLI annotation
  • origin_label: original annotation for Stanford NLI data (only in SNLI config)

Data Splits

We do not specify an exact data split for training and evaluation.

Dataset Creation

Curation Rationale

[More Information Needed]

Source Data

Initial Data Collection, Normalization and Post-processing

[More Information Needed]

Annotations

Annotation process

[More Information Needed]

Who are the annotators?

  • professional linguists (mention all people involved)

Personal and Sensitive Information

The datasets do not contain any personal or sensitive information.

Considerations for Using the Data

Discussion of Biases

[More Information Needed]

Other Known Limitations

[More Information Needed]

Additional Information

Dataset Curators

Arkadiusz Janz (arkadiusz.janz@pwr.edu.pl)

Licensing Information

SNLI CC-BY-SA 4.0
WNLI CC-BY-SA 4.0

Citation Information

[More Information Needed]

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