Weaving a Semantic Web of Credibility Reviews for Explainable Misinformation Detection (Extended Abstract)

Denaux, Ronald; Mensio, Martino; Gomez-Perez, Jose Manuel; Alani, Harith

doi:10.24963/ijcai.2021/646

Weaving a Semantic Web of Credibility Reviews for Explainable Misinformation Detection (Extended Abstract)

Ronald Denaux, Martino Mensio, Jose Manuel Gomez-Perez, Harith Alani

Download BibTeX Cite

Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence. Sister Conferences Best Papers. Pages 4760-4764.

https://doi.org/10.24963/ijcai.2021/646

Keywords

Natural Language Processing: NLP Applications and Tools
AI Ethics, Trust, Fairness: Societal Impact of AI
AI Ethics, Trust, Fairness: Explainability
Knowledge Representation and Reasoning: Semantic Web

Abstract

This paper summarises work where we combined semantic web technologies with deep learning systems to obtain state-of-the art explainable misinformation detection. We proposed a conceptual and computational model to describe a wide range of misinformation detection systems based around the concepts of credibility and reviews. We described how Credibility Reviews (CRs) can be used to build networks of distributed bots that collaborate for misinformation detection which we evaluated by building a prototype based on publicly available datasets and deep learning models.

Ronald Denaux, Martino Mensio, Jose Manuel Gomez-Perez, and Harith Alani. 2021. Weaving a Semantic Web of Credibility Reviews for Explainable Misinformation Detection (Extended Abstract). In Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, IJCAI-21. IJCAI, 4760–4764. https://doi.org/10.24963/ijcai.2021/646

@inproceedings{ijcai2021p646,
  title     = {Weaving a Semantic Web of Credibility Reviews for Explainable Misinformation Detection (Extended Abstract)},
  author    = {Denaux, Ronald and Mensio, Martino and Gomez-Perez, Jose Manuel and Alani, Harith},
  booktitle = {Proceedings of the Thirtieth International Joint Conference on
               Artificial Intelligence, {IJCAI-21}},
  publisher = {International Joint Conferences on Artificial Intelligence Organization},
  editor    = {Prof. Zhi-Hua Zhou},
  pages     = {4760--4764},
  year      = {2021},
  month     = {8},
  note      = {Sister Conferences Best Papers},
  doi       = {10.24963/ijcai.2021/646},
  url       = {https://doi.org/10.24963/ijcai.2021/646},
}

TY  - CPAPER
TI  - Weaving a Semantic Web of Credibility Reviews for Explainable Misinformation Detection (Extended Abstract)
AU  - Denaux, Ronald
AU  - Mensio, Martino
AU  - Gomez-Perez, Jose Manuel
AU  - Alani, Harith
T2  - Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, IJCAI-21
PB  - International Joint Conferences on Artificial Intelligence Organization
PY  - 2021
SP  - 4760
EP  - 4764
DO  - 10.24963/ijcai.2021/646
UR  - https://doi.org/10.24963/ijcai.2021/646
ER  -