TUDublin team at Constraint@ AAAI2021--COVID19 Fake News Detection

E Shushkevich, J Cardiff - arXiv preprint arXiv:2101.05701, 2021 - arxiv.org
fake news about the pandemic and COVID-19. In Section 3 we describe the challenge
Constraint@AAAI2021 - COVID19 Fake News Detection … we created to detect fake news about the …

Overview of constraint 2021 shared tasks: Detecting english covid-19 fake news and hindi hostile posts

P Patwa, M Bhardwaj, V Guptha, G Kumari… - … , CONSTRAINT 2021 …, 2021 - Springer
Fake News Detection in English and Hostile Post Detection in Hindi … teams participated in
the fake news detection task whereas 44 teams participated in the Hindi hostile post detection

Covid-19 fake news detection: A survey

E Shushkevich, M Alexandrov, J Cardiff - Computación y Sistemas, 2021 - scielo.org.mx
… “Constraint@AAAI2021 -COVID19 Fake News Detection”, the main goal of which was the
binary classification of news collected from social media for fake and real news. … in each group. …

[HTML][HTML] Towards COVID-19 fake news detection using transformer-based models

J Alghamdi, Y Lin, S Luo - Knowledge-Based Systems, 2023 - Elsevier
… As part of an ensemble constructed in [18], the team used bidirectional Long Short-Term …
Their model achieved an F1 score of 0.967 on the Constraint@AAAI2021-COVID19 fake news

[HTML][HTML] Fake or real news about COVID-19? Pretrained transformer model to detect potential misleading news

SJ Malla, PJA Alphonse - The European Physical Journal Special Topics, 2022 - Springer
… -19 fake news detection-based papers. As shown in the table, the authors have discussed
the automatic fake news detection AI … Data is collected from the organizers of the Constraint@…

Arabic Fake News Detection: Comparative Study of Neural Networks and Transformer‐Based Approaches

M Al-Yahya, H Al-Khalifa, H Al-Baity, D AlSaeed… - …, 2021 - Wiley Online Library
… @AAAI2021, for the COVID19 FND challenge, the TUDublin team … to detect fake news.
The authors conducted a number of experiments on the Constraint@AAAI2021-COVID19 FND …

[PDF][PDF] Research Article Arabic Fake News Detection: Comparative Study of Neural Networks and Transformer-Based Approaches

M Al-Yahya, H Al-Khalifa, H Al-Baity, D AlSaeed… - 2021 - academia.edu
… @AAAI2021, for the COVID19 FND challenge, the TUDublin team constructed … detect
fake news. e authors conducted a number of experiments on the Constraint@AAAI2021COVID19

TB-BCG: topic-based BART counterfeit generator for fake news detection

AS Karnyoto, C Sun, B Liu, X Wang - Mathematics, 2022 - mdpi.com
… In addition to being used to detect fake news [10,11], natural … the Constraint @
AAAI2021-COVID19 Fake News Detection … However, it still increases compared to the training …

Automated evidence collection for fake news detection

M Rawat, D Kanojia - arXiv preprint arXiv:2112.06507, 2021 - arxiv.org
… over the current automatic fake news detection approaches by automatically gather… fake
news detection to achieve an F1-score of 99.25 over the dataset provided for the CONSTRAINT-…

Covid-19 fake news detection using joint doc2vec and text features with pca

H Mejia, C Chipantiza, J Llumiquinga, IR Amaro… - … on Advanced Research …, 2022 - Springer
fake news that spreads within society. In this work, a machine learning approach to detect
fake news … This work achieved an F1-score of 0.94 using the same dataset of the Constraint@…