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We apply an ensemble pipeline composed of a character-level convolutional neural network (CNN) and a long short-term memory (LSTM) as a general tool for addressing a range of disinformation problems.
The persistent effects of a false news shock
Carvalho, C., Klagge, N., and Moench, E · 2011
Earlier work this paper cites.
Information credibility on twitter
Castillo, C., Mendoza, M., and Poblete, B · 2011
Earlier work this paper cites.
Truthy: mapping the spread of astroturf in microblog streams
Ratkiewicz, J., Conover, M., Meiss, M., Gonçalves, B., Patil, S., Flammini, A., and Menczer, F · 2011
Earlier work this paper cites.
Social media and political participation in nigeria during the 2011 general elections: The lapses and the lessons
Okoro, N. and Nwafor, K. A · 2013
Earlier work this paper cites.
Challenges of computational verification in social multimedia
Boididou, C., Papadopoulos, S., Kompatsiaris, Y., Schifferes, S., and Newman, N · 2014
Earlier work this paper cites.
Data in, fact out: Automated monitoring of facts by factwatcher
Hassan, N., Sultana, A., Wu, Y., Zhang, G., Li, C., Yang, J., and Yu, C · 2014
Earlier work this paper cites.
Rumorlens: A system for analyzing the impact of rumors and corrections in social media
Resnick, P., Carton, S., Park, S., Shen, Y., and others · 2014
Earlier work this paper cites.
Computational fact checking from knowledge networks
Ciampaglia, G. L., Shiralkar, P., Rocha, L. M., Bollen, J., Menczer, F., and Flammini, A · 2015
Earlier work this paper cites.
Using twittertrails.com to investigate rumor propagation
Metaxas, P. T., Finn, S., and Mustafaraj, E · 2015
Earlier work this paper cites.
Collective attention in the age of (mis) information
Mocanu, D., Rossi, L., Zhang, Q., Karsai, M., and Quattrociocchi, W · 2015
Cited alongside, same era.
Character-level convolutional networks for text classification
Zhang, X., Zhao, J., and LeCun, Y · 2015
Cited alongside, same era.
The spreading of misinformation online
Del Vicario, M., Bessi, A., Zollo, F., Petroni, F., Scala, A., Caldarelli, G., Stanley, H. E., and Quattrociocchi, W · 2016
Cited alongside, same era.
Information warfare and the us presidential election
Inkster, N · 2016
Cited alongside, same era.
Exploring the limits of language modeling
Józefowicz, R., Vinyals, O., Schuster, M., Shazeer, N., and Wu, Y · 2016
Cited alongside, same era.
Alternative narratives of crisis events: Communities and social botnets engaged on social media
Nied, A. C., Stewart, L., Spiro, E., and Starbird, K · 2017
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An appraisal of the utilisation of social media for political communication in the 2011 nigerian presidential election
Okoro, N. and Tsgyu, S · 2017
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Automatic Detection of Fake News
Pérez-Rosas, V., Kleinberg, B., Lefevre, A., and Mihalcea, R · 2017
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How truthiness, fake news and post-fact endanger brands and what to do about it
Berthon, P., Treen, E., and Pitt, L · 2018
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How news may affect markets’ complex structure: The case of cambridge analytica
Peruzzi, A., Zollo, F., Quattrociocchi, W., and Scala, A · 2018
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Shao, C., Ciampaglia, G. L., Flammini, A., and Menczer, F · 2016
Cited alongside, same era.
Automating power: Social bot interference in global politics
Woolley, S. C · 2016
Cited alongside, same era.
Impact of reviewer social interaction on online consumer review fraud detection
Goswami, K., Park, Y., and Song, C · 2017
Cited alongside, same era.
Transfer learning for entity recognition of novel classes
Rodriguez, J. D., Caldwell, A., and Liu, A · 2018
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Fake news, real problems for brands: The impact of content truthfulness and source credibility on consumers’ behavioral intentions toward the advertised brands
Visentin, M., Pizzi, G., and Pichierri, M · 2018
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Faking sandy: Characterizing and identifying fake images on twitter during hurricane sandy
Gupta, A., Lamba, H., Kumaraguru, P., and Joshi, A · 2038
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