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The paper considers the possibility of fine-tuning Llama 2 large language model (LLM) for the disinformation analysis and fake news detection.
Graph drawing by force-directed placement
Thomas MJ Fruchterman and Edward M Reingold · 1991
Earlier work this paper cites.
Computing communities in large networks using random walks
Pascal Pons and Matthieu Latapy · 2005
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The igraph software package for complex network research
Gabor Csardi, Tamas Nepusz, et al · 2006
Earlier work this paper cites.
Fake news identification on twitter with hybrid cnn and rnn models
Oluwaseun Ajao, Deepayan Bhowmik, and Shahrzad Zargari · 2018
Earlier work this paper cites.
Weakly supervised learning for fake news detection on twitter
Stefan Helmstetter and Heiko Paulheim · 2018
Earlier work this paper cites.
Forecasting of Events by Tweets Data Mining
Bohdan M. Pavlyshenko · 2018
Earlier work this paper cites.
Detecting opinion spams and fake news using text classification
Hadeer Ahmed, Issa Traore, and Sherif Saad · 2018
Earlier work this paper cites.
Fake news on twitter during the 2016 us presidential election
Nir Grinberg, Kenneth Joseph, Lisa Friedland, Briony Swire-Thompson, and David Lazer · 2019
Earlier work this paper cites.
Can Twitter Predict Royal Baby’s Name ?
Bohdan M. Pavlyshenko · 2019
Cited alongside, same era.
TRL: Transformer Reinforcement Learning
Leandro von Werra, Younes Belkada, Lewis Tunstall, Edward Beeching, Tristan Thrush, Nathan Lambert, and Shengyi Huang · 2020
Cited alongside, same era.
Forming predictive features of tweets for decision-making support
Bohdan M Pavlyshenko · 2021
Cited alongside, same era.
Lora: Low-rank adaptation of large language models
Edward J Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen-Zhu, Yuanzhi Li, Shean Wang, Lu Wang, and Weizhu Chen · 2021
Cited alongside, same era.
Methods of Informational Trends Analytics and Fake News Detection on Twitter
Bohdan M. Pavlyshenko · 2022
Cited alongside, same era.
Financial news analytics using fine-tuned llama 2 gpt model
Bohdan M Pavlyshenko · 2023
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Llama 2: Open foundation and fine-tuned chat models
Hugo Touvron, Louis Martin, Kevin Stone, Peter Albert, Amjad Almahairi, Yasmine Babaei, Nikolay Bashlykov, Soumya Batra, Prajjwal Bhargava, Shruti Bhosale, et al · 2023
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Stackllama: A hands-on guide to train llama with rlhf
Edward Beeching, Younes Belkada, Kashif Rasul, Lewis Tunstall, Leandro von Werra, Nazneen Rajani, and Nathan Lambert · 2023
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Llama 2 is here - get it on hugging face
HuggingFace · 2023
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https://www.washingtonpost.com/opinions/2023/05/30/ukraine-counteroffensive-support-america
Marc A. Thiessen. The “America First” Case for Supporting Ukraine. The Washington Post · 2023
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Bohdan M. Pavlyshenko · 2022
Cited alongside, same era.
PEFT: State-of-the-art Parameter-Efficient Fine-Tuning methods
Sourab Mangrulkar, Sylvain Gugger, Lysandre Debut, Younes Belkada, and Sayak Paul · 2022
Cited alongside, same era.
https://www.kaggle.com/datasets/clmentbisaillon/fake-and-real-news-dataset
Fake and real news dataset. Kaggle.Com
Cited in the paper.
https://russiandisinfo.voxukraine.org/en/narratives
Propaganda Diary. Vox Ukraine
Cited in the paper.
https://www.politico.eu/article/hungarian-pm-viktor-orban-donald-trump-ukraine-victory-over-russia-lie/
Viktor Orbán tells Tucker Carlson: Trump’s the man to save the West
Cited in the paper.
The voice of propaganda in the USA is returning. Fact-check of the first episode of the Tucker Carlson show. Vox Ukraine
Sholudko V., Brodovska A., and Tkachenko Y
Cited in the paper.
https://voxukraine.org/en/the-voice-of-propaganda-in-the-usa-is-returning-fact-check-of-the-first-episode-of-the-tucker-carlson-show
The voice of propaganda in the USA is returning. Fact-check of the first episode of the Tucker Carlson show. Vox Ukraine
Cited in the paper.
https://www.newsweek.com/fact-check-tucker-carlson-ukraine-destroyed-kakhovka-dam-claim-1805277 , 2023
Tom Norton. Fact Check: Tucker Carlson Says Ukraine Considered Destroying Kakhovka Dam. Newsweek · 2023
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https://www.pravda.com.ua/eng/news/2023/09/3/7418249/
Hungarian official speaks of ”security guarantees” for Russia and hindering Ukraine’s ascension to NATO · 2023
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