ctu-aic/csfever_v2

Dataset Card for "CsFEVERv2"

Dataset Description

CsFEVERv2 is a dataset for Czech fact-checking developed as part of a bachelor thesis at the Artificial Intelligence Center of the Faculty of Electrical Engineering of the Czech technical university in Prague. The dataset consists of an original subset, which is only an iteration of CsFEVER with new data and better processing and f1, precision, and 07 subsets filtered using an NLI model and optimized threshold values. The subset wiki_pages is a processed Wikipedia dump from August 2022 with correct revids. This subset should be used to map evidence from datasets to Wikipedia texts. Additionaly preprocessed datasets original_nli, f1_nli, precision_nli, 07_nli, for training of NLI models are included.

The original subset can be used to generate other filtered datasets by filtering with other thresholds using predicted_label and predicted_score fields.

Languages

Czech

Dataset Usage Example

from datasets import load_dataset

#load default (original) subset
dataset = load_dataset("/home/mlynatom/csfever_v2")
dataset = load_dataset("/home/mlynatom/csfever_v2", "original")

#load f1, f1_nli, precision, precision_nli, 07, and 07_nli subsets
dataset = load_dataset("/home/mlynatom/csfever_v2", "f1")

#load wiki_pages subset
dataset = load_dataset("/home/mlynatom/csfever_v2", "wiki_pages")

Dataset Structure

Data Instances

original

An example of 'train' looks as follows.

{'id': 75397,
 'label': 'SUPPORTS',
 'predicted_label': 'SUPPORTS',
 'predicted_score': 0.921731
 'claim': 'Nikolaj Coster-Waldau pracoval pro Fox Broadcasting Company.',
 'evidence': [ [ "Nikolaj Coster-Waldau", "Nikolaj Coster-Waldau" ], [ "Fox Broadcasting Company", "Fox Broadcasting Company" ] ]}

f1, precision, 07

An example of 'train' looks as follows.

{'id': 75397,
 'label': 'SUPPORTS',
 'claim': 'Nikolaj Coster-Waldau pracoval pro Fox Broadcasting Company.',
 'evidence': [ [ "Nikolaj Coster-Waldau", "Nikolaj Coster-Waldau" ], [ "Fox Broadcasting Company", "Fox Broadcasting Company" ] ]}

original_nli, f1_nli, precision_nli, 07_nli

An example of 'train' looks as follows.

{'id': 155439,
 'label': 2,
 'claim': 'Newcastle United FC vyhrál pět ligových titulů.',
 'evidence': "Ronnie Simpson. Ronnie Simpson (21. října 1930, Glasgow – 19. dubna 2004, Edinburgh) byl skotský fotbalový brankář..."}

wiki_pages

An example of 'wiki_pages' looks as follows.

{'id': 80916,
 'revid': 20561555,
 'url': "https://cs.wikipedia.org/wiki?curid=80916",
 'title': "Altruismus",
 'text': "Altruismus (z lat. "alter", druhý, 3. pád "altrui", druhému) je moderní ..."}

Data Fields

original

• id: a int32 feature.
• label: a string feature.
• predicted_label: a string feature. (label predicted by NLI model)
• predicted_score: a int32 feature. (confidence of predicted_label predicted by NLI model)
• claim: a string feature.
• evidence: a sequence feature.

f1, precision, 07

• id: a int32 feature.
• label: a string feature.
• claim: a string feature.
• evidence: a sequence feature.

original_nli, f1_nli, precision_nli, 07_nli

• id: a int32 feature.
• label: a int32 feature.
• claim: a string feature.
• evidence: a string feature.

wiki_pages

• id: a int32 feature.
• revid: a int32 feature.
• url: a string feature.
• title: a string feature.
• text: a string feature.

Data Splits

Data Splits

original

	train	dev	test
original	118950	7458	7520

f1

	train	dev	test
f1	83438	5445	5328

precision

	train	dev	test
precision	60828	4288	4236

07

	train	dev	test
07	108607	6685	6623

wiki_pages

	wiki_pages
wiki_pages	825078

Citation

@article{Ullrich_2023,
    doi = {10.1007/s10579-023-09654-3},
    url = {https://doi.org/10.1007%2Fs10579-023-09654-3},
    year = 2023,
    month = {may},
    publisher = {Springer Science and Business Media {LLC}},
    author = {Herbert Ullrich and Jan Drchal and Martin Rýpar and Hana Vincourová and Václav Moravec},
    title = {{CsFEVER} and {CTKFacts}: acquiring Czech data for fact verification},
    journal = {Language Resources and Evaluation},
    archivePrefix={arXiv},
    eprint={2201.11115},
}

@thesis{Mlynar_2023,
  author      = {Mlynář, Tomáš},
  type        = {Bachelor's Thesis}
  title       = {Automated Fact Checking Based on Czech Wikipedia},
  institution = {Czech Technical University in Prague, Faculty of Electrical Engineering},
  date        = {2023},
  url         = {http://hdl.handle.net/10467/109219}
}