Multimodal Fake News Detection on Fakeddit Dataset Using Transformer-Based Architectures

被引：0
|
作者：
Kalra, Sakshi [1 ]
Kumar, Chitneedi Hemanth Sai [1 ]
Sharma, Yashvardhan [1 ]
Chauhan, Gajendra Singh [2 ]
机构：
[1] Department of CSIS, BITS Pilani, Pilani Campus, Rajasthan, Pilani,333031, India
[2] Department of HSS, BITS Pilani, Pilani Campus, Rajasthan, Pilani,333031, India
来源：
Communications in Computer and Information Science | 2022年 / 1763 CCIS卷
关键词：
Compilation and indexing terms; Copyright 2024 Elsevier Inc;
D O I：
暂无
中图分类号：
学科分类号：
摘要：
Deep learning - Fake detection - Image enhancement - Natural language processing systems - Social networking (online)
引用
收藏
页码：281 / 292
相关论文
共 50 条
  • [1] Multimodal Fake News Detection on Fakeddit Dataset Using Transformer-Based Architectures
    Kalra, Sakshi
    Kumar, Chitneedi Hemanth Sai
    Sharma, Yashvardhan
    Chauhan, Gajendra Singh
    MACHINE LEARNING, IMAGE PROCESSING, NETWORK SECURITY AND DATA SCIENCES, MIND 2022, PT II, 2022, 1763 : 281 - 292
  • [2] r/Fakeddit: A New Multimodal Benchmark Dataset for Fine-grained Fake News Detection
    Nakamura, Kai
    Levyn, Sharon
    Wang, William Yang
    PROCEEDINGS OF THE 12TH INTERNATIONAL CONFERENCE ON LANGUAGE RESOURCES AND EVALUATION (LREC 2020), 2020, : 6149 - 6157
  • [3] An emotion-driven, transformer-based network for multimodal fake news detection
    Yadav, Ashima
    Gupta, Anika
    INTERNATIONAL JOURNAL OF MULTIMEDIA INFORMATION RETRIEVAL, 2024, 13 (01)
  • [4] An emotion-driven, transformer-based network for multimodal fake news detection
    Ashima Yadav
    Anika Gupta
    International Journal of Multimedia Information Retrieval, 2024, 13
  • [5] ETMA: Efficient Transformer-Based Multilevel Attention Framework for Multimodal Fake News Detection
    Yadav, Ashima
    Gaba, Shivani
    Khan, Haneef
    Budhiraja, Ishan
    Singh, Akansha
    Singh, Krishna Kant
    IEEE TRANSACTIONS ON COMPUTATIONAL SOCIAL SYSTEMS, 2024, 11 (04) : 5015 - 5027
  • [6] Romanian Fake News Detection Using Machine Learning and Transformer-Based Approaches
    Moisi, Elisa Valentina
    Mihalca, Bogdan Cornel
    Coman, Simina Maria
    Pater, Alexandrina Mirela
    Popescu, Daniela Elena
    APPLIED SCIENCES-BASEL, 2024, 14 (24):
  • [7] A Hybrid Transformer-Based Model for Optimizing Fake News Detection
    Al-Quayed, Fatima
    Javed, Danish
    Jhanjhi, N. Z.
    Humayun, Mamoona
    Alnusairi, Thanaa S.
    IEEE ACCESS, 2024, 12 : 160822 - 160834
  • [8] Fake news detection based on news content and social contexts: a transformer-based approach
    Raza, Shaina
    Ding, Chen
    INTERNATIONAL JOURNAL OF DATA SCIENCE AND ANALYTICS, 2022, 13 (04) : 335 - 362
  • [9] Fake news detection based on news content and social contexts: a transformer-based approach
    Shaina Raza
    Chen Ding
    International Journal of Data Science and Analytics, 2022, 13 : 335 - 362
  • [10] Enhancing Fake News Detection in Romanian Using Transformer-Based Back Translation Augmentation
    Bucos, Marian
    Dragulescu, Bogdan
    APPLIED SCIENCES-BASEL, 2023, 13 (24):
12345