domain
stringlengths
5
33
reliability_label
int64
-1
1
newsguard_score
null
7.5
100
9news.com
1
null
nbc11news.com
1
null
12news.com
1
null
wibw.com
1
null
wifr.com
1
null
247wallst.com
1
null
24ur.com
0
null
38north.org
1
null
audacy.com
1
null
join1440.com
1
null
abc7chicago.com
1
null
abc7ny.com
1
null
abc12.com
1
null
abs-cbn.com
1
null
actionnewsjax.com
1
null
adfontesmedia.com
-1
null
lenconnect.com
1
null
adweek.com
1
null
africacheck.org
1
null
agdaily.com
1
null
afp.com
1
null
ansa.it
1
null
agerpres.ro
1
null
agweb.com
1
null
ahwatukee.com
1
null
airforcetimes.com
1
null
airwars.org
1
null
alabamanow.com
1
null
alreporter.com
1
null
democratherald.com
1
null
ad.nl
1
null
allafrica.com
1
null
gmfus.org
1
null
alloaadvertiser.com
1
null
thealpenanews.com
1
null
amarillo.com
1
null
americanheritage.com
1
null
americanpressinstitute.org
1
null
amomama.com
1
null
adn.com
1
null
independentmail.com
1
null
andoveradvertiser.co.uk
1
null
mlive.com
1
null
arcdigital.media
1
null
ardrossanherald.com
1
null
arirang.com
1
null
armytimes.com
1
null
arstechnica.com
1
null
asiatimes.com
1
null
summitdaily.com
1
null
athensmessenger.com
1
null
atlasobscura.com
1
null
auburnpub.com
1
null
aap.com.au
1
null
avenuenews.com
1
null
ayradvertiser.com
1
null
azfamily.com
1
null
babnet.net
0
null
ballotpedia.org
0
null
barrheadnews.com
1
null
barryanddistrictnews.co.uk
1
null
basingstokegazette.co.uk
1
null
beatricedailysun.com
1
null
bnd.com
1
null
benzinga.com
1
null
bestlifeonline.com
0
null
bettergov.org
1
null
bicesteradvertiser.net
1
null
bigcountry995.com
1
null
bignewsnetwork.com
0
null
bigthink.com
1
null
sunherald.com
1
null
biography.com
0
null
bismarcktribune.com
1
null
blastingnews.com
1
null
bleepingcomputer.com
1
null
bnonews.com
1
null
bordercountiesadvertizer.co.uk
1
null
borderreport.com
1
null
bordertelegraph.com
1
null
borehamwoodtimes.co.uk
1
null
bournemouthecho.co.uk
1
null
bozemandailychronicle.com
1
null
bracknellnews.co.uk
1
null
thetelegraphandargus.co.uk
1
null
braintreeandwithamtimes.co.uk
1
null
brentwoodlive.co.uk
1
null
bridgemi.com
1
null
bringmethenews.com
1
null
heraldcourier.com
1
null
theeagle.com
1
null
buffalonews.com
1
null
bullshido.net
1
null
shawlocal.com
1
null
business2community.com
0
null
butlercountytimesgazette.com
1
null
c-span.org
1
null
somdnews.com
1
null
canoncitydailyrecord.com
1
null
capecodtimes.com
1
null

Reliability Estimation of News Media Sources: "Birds of a Feather Flock Together"

Dataset introduced in the paper "Reliability Estimation of News Media Sources: Birds of a Feather Flock Together" published in the NAACL 2024 main conference.

Similar to the news media bias and factual reporting dataset, this dataset consists of a collections of 5.33K new media domains names with reliability labels. Additionally, for some domains, there is also a human-provided reliability score available.

Columns of the dataset:

  • domain: domain name
  • reliability_label: the reliability label. Values:
    • 1: generally reliable;
    • 0: mixed;
    • -1: generally unreliable
  • newsguard_score: human-provided reliability score (only available for a small subset). Value: integer number between 0 and 100.

Github repo released along with the paper here.

Load Training Dataset

from datasets import load_dataset

dataset = load_dataset('sergioburdisso/news_media_reliability')

print(dataset)

Output:

DatasetDict({
    train: Dataset({
        features: ['domain', 'reliability_label', 'newsguard_score'],
        num_rows: 5332
    })
})

Citation

NAACL Paper: here.

@inproceedings{burdisso-etal-2024-reliability,
    title = "Reliability Estimation of News Media Sources: Birds of a Feather Flock Together",
    author = "Burdisso, Sergio  and
      Sanchez-cortes, Dairazalia  and
      Villatoro-tello, Esa{\'u}  and
      Motlicek, Petr",
    editor = "Duh, Kevin  and
      Gomez, Helena  and
      Bethard, Steven",
    booktitle = "Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers)",
    month = jun,
    year = "2024",
    address = "Mexico City, Mexico",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2024.naacl-long.383",
    pages = "6893--6911",
}

License

Copyright (c) 2024 Idiap Research Institute.

Apache 2.0 License.

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