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Dataset Card for XNLIeu
XNLIeu is an extension of XNLI translated from English to Basque. It has been designed as a cross-lingual dataset for the Natural Language Inference task, a text-classification task that consists on classifying pairs of sentences, a premise and a hypothesis, according to their semantic relation out of three possible labels: entailment, contradiction and neutral.
Dataset Details
Dataset Description
XNLI is a popular Natural Language Inference (NLI) benchmark widely used to evaluate cross-lingual Natural Language Understanding (NLU) capabilities across languages. We expand XNLI to include Basque, a low-resource language that can greatly benefit from transfer-learning approaches. The new dataset, dubbed XNLIeu, has been developed by first machine-translating the English XNLI corpus into Basque, followed by a manual post-edition step.
- Language(s) (NLP): Basque (eu)
- License: XNLIeu is derived from XNLI and distributed under its same license.
Dataset Sources
- Repository: Link to the GitHub Repository
- Paper: Link to the Paper
Uses
XNLieu is meant as an cross-lingual evaluation dataset. It can be used in combination with the train sets of XNLI for a cross-lingual zero-shot setting, and we provide a machine-translated train set in both "eu" and "eu_mt" splits to implement a translate-train setting.
Dataset Structure
The dataset has three subsets:
- eu: XNLIeu, machine-translated and post-edited from English to Basque.
- eu_MT: XNLIeuMT, a machine-translated version prior post-edition.
- eu_native: An original, non-translated test set.
Splits
name | train | validation | test |
---|---|---|---|
eu | 392702 | 2490 | 5010 |
eu_mt | 392702 | 2490 | 5010 |
eu_native | - | - | 621 |
Dataset Fields
All splits have the same fields: premise, hypothesis and label.
- premise: a string variable.
- hypothesis: a string variable.
- label: a classification label, with possible values including entailment (0), neutral (1), contradiction (2).
Dataset Instances
An example from the "eu" split:
{
"premise": "Dena idazten saiatu nintzen"
"hypothesis": "Nire helburua gauzak idaztea zen.",
"label": 0,
}
Bias, Risks, and Limitations
The biases of this dataset have been studied and reported in the paper.
BibTeX:
@article{heredia2024xnlieu,
title={XNLIeu: a dataset for cross-lingual NLI in Basque},
author={Maite Heredia and Julen Etxaniz and Muitze Zulaika and Xabier Saralegi and Jeremy Barnes and Aitor Soroa},
year={2024},
eprint={2404.06996},
archivePrefix={arXiv},
primaryClass={cs.CL}
}
APA:
Maite Heredia, Julen Etxaniz, Muitze Zulaika, Xabier Saralegi, Jeremy Barnes, & Aitor Soroa (2024). XNLIeu: a dataset for cross-lingual NLI in Basque.
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