Datasets:

CATIE-AQ
/

xnli_fr_prompt_textual_entailment

	---
	language:
	- fr
	license:
	- cc-by-nc-4.0
	size_categories:
	- 1M<n<10M
	task_categories:
	- text-classification
	tags:
	- textual-entailment
	- DFP
	- french prompts
	annotations_creators:
	- found
	language_creators:
	- found
	multilinguality:
	- monolingual
	source_datasets:
	- xnli
	---

	# xnli_fr_prompt_textual_entailment
	## Summary

	xnli_fr_prompt_textual_entailment is a subset of the [Dataset of French Prompts (DFP)](https://huggingface.co/datasets/CATIE-AQ/DFP).
	It contains 8,804,444 rows that can be used for a textual entailment task.
	The original data (without prompts) comes from the dataset [xnli](https://huggingface.co/datasets/xnli) by Conneau et al. where only the French part has been kept.
	A list of prompts (see below) was then applied in order to build the input and target columns and thus obtain the same format as the [xP3](https://huggingface.co/datasets/bigscience/xP3) dataset by Muennighoff et al.


	## Prompts used
	### List
	22 prompts were created for this dataset. The logic applied consists in proposing prompts in the indicative tense, in the form of tutoiement and in the form of vouvoiement.

	```
	"""Prendre l'énoncé suivant comme vrai : " """+premise+""" "\n Alors l'énoncé suivant : " """+hypothesis+""" " est "vrai", "faux", ou "incertain" ?""",
	"""Prends l'énoncé suivant comme vrai : " """+premise+""" "\n Alors l'énoncé suivant : " """+hypothesis+""" " est "vrai", "faux", ou "incertain" ?""",
	"""Prenez l'énoncé suivant comme vrai : " """+premise+""" "\n Alors l'énoncé suivant : " """+hypothesis+""" " est "vrai", "faux", ou "incertain" ?""",
	'"'+premise+'"\nQuestion : Cela implique-t-il que "'+hypothesis+'" ? "vrai", "faux", ou "incertain" ?',
	'"'+premise+'"\nQuestion : "'+hypothesis+'" est "vrai", "faux", ou "peut-être" ?',
	""" " """+premise+""" "\n D'après le passage précédent, est-il vrai que " """+hypothesis+""" " ? "vrai", "faux", ou "incertain" ?""",
	""" " """+premise+""" "\nSur la base de ces informations, l'énoncé est-il : " """+hypothesis+""" " ? "vrai", "faux", ou "incertain" ?""",
	""" " """+premise+""" "\nEn gardant à l'esprit le texte ci-dessus, considérez : " """+hypothesis+""" "\n Est-ce que c'est "vrai", "faux", ou "incertain" ?""",
	""" " """+premise+""" "\nEn gardant à l'esprit le texte ci-dessus, considére : " """+hypothesis+""" "\n Est-ce que c'est "vrai", "faux", ou "peut-être" ?""",
	""" " """+premise+""" "\nEn utilisant uniquement la description ci-dessus et ce que vous savez du monde, " """+hypothesis+""" " est-ce "vrai", "faux", ou "incertain" ?""",
	""" " """+premise+""" "\nEn utilisant uniquement la description ci-dessus et ce que tu sais du monde, " """+hypothesis+""" " est-ce "vrai", "faux", ou "incertain" ?""",
	"""Étant donné que " """+premise+""" ", s'ensuit-il que " """+hypothesis+""" " ? "vrai", "faux", ou "incertain" ?""",
	"""Étant donné que " """+premise+""" ", est-il garanti que " """+hypothesis+""" " ? "vrai", "faux", ou "incertain" ?""",
	'Étant donné '+premise+', doit-on supposer que '+hypothesis+' est "vrai", "faux", ou "incertain" ?',
	'Étant donné '+premise+', dois-je supposer que '+hypothesis+' est "vrai", "faux", ou "incertain" ?',
	'Sachant que '+premise+', doit-on supposer que '+hypothesis+' est "vrai", "faux", ou "incertain" ?',
	'Sachant que '+premise+', dois-je supposer que '+hypothesis+' est "vrai", "faux", ou "incertain" ?',
	'Étant donné que '+premise+', il doit donc être vrai que '+hypothesis+' ? "vrai", "faux", ou "incertain" ?',
	"""Supposons que " """+premise+""" ", pouvons-nous déduire que " """+hypothesis+""" " ? "vrai", "faux", ou "incertain" ?""",
	"""Supposons que " """+premise+""" ", puis-je déduire que " """+hypothesis+""" " ? "vrai", "faux", ou "incertain" ?""",
	"""Supposons qu'il est vrai que " """+premise+""" ". Alors, est-ce que " """+hypothesis+""" " ? "vrai", "faux", ou "incertain" ?""",
	"""Supposons qu'il soit vrai que " """+premise+""" ",\n Donc, " """+hypothesis+""" " ? "vrai", "faux", ou "incertain" ?"""
	```

	### Features used in the prompts
	In the prompt list above, `premise`, `hypothesis` and `targets` have been constructed from:
	```
	xnli= load_dataset("xnli")
	xnli['train']['premise'] = list(map(lambda i: i.replace(' . ','. ').replace(' .','. ').replace('( ','(').replace(' )',')').replace(' , ',', ').replace(', ',', ').replace("' ","'"), map(str,xnli['train']['premise'])))
	xnli['train']['hypothesis'] = list(map(lambda x: x.replace(' . ','. ').replace(' .','. ').replace('( ','(').replace(' )',')').replace(' , ',', ').replace(', ',', ').replace("' ","'"), map(str,xnli['train']['hypothesis'])))
	targets = str(xnli['train']['label'][i]).replace("0","vrai").replace("1","incertain").replace("2","faux")
	```


	# Splits
	- `train` with 8,639,444 samples
	- `valid` with 54,780 samples
	- `test` with 110,220 samples


	# How to use?
	```
	from datasets import load_dataset
	dataset = load_dataset("CATIE-AQ/xnli_fr_prompt_textual_entailment")
	```

	# Citation
	## Original data
	> @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},
	}


	## This Dataset
	> @misc {centre_aquitain_des_technologies_de_l'information_et_electroniques_2023,
	author = { {Centre Aquitain des Technologies de l'Information et Electroniques} },
	title = { DFP (Revision 1d24c09) },
	year = 2023,
	url = { https://huggingface.co/datasets/CATIE-AQ/DFP },
	doi = { 10.57967/hf/1200 },
	publisher = { Hugging Face }
	}

	# License
	[Attribution-NonCommercial 4.0 International](https://creativecommons.org/licenses/by-nc/4.0/)