Automated Justification Production for Claim Veracity in Fact Checking: A Survey on Architectures and Approaches
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arXiv
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| Format: | Preprint |
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2024
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| _version_ | 1866908303506800640 |
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| author | Eldifrawi, Islam Wang, Shengrui Trabelsi, Amine |
| author_facet | Eldifrawi, Islam Wang, Shengrui Trabelsi, Amine |
| contents | Automated Fact-Checking (AFC) is the automated verification of claim accuracy. AFC is crucial in discerning truth from misinformation, especially given the huge amounts of content are generated online daily. Current research focuses on predicting claim veracity through metadata analysis and language scrutiny, with an emphasis on justifying verdicts. This paper surveys recent methodologies, proposing a comprehensive taxonomy and presenting the evolution of research in that landscape. A comparative analysis of methodologies and future directions for improving fact-checking explainability are also discussed. |
| format | Preprint |
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arxiv_https___arxiv_org_abs_2407_12853 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Automated Justification Production for Claim Veracity in Fact Checking: A Survey on Architectures and Approaches Eldifrawi, Islam Wang, Shengrui Trabelsi, Amine Computation and Language Artificial Intelligence Information Retrieval Machine Learning Automated Fact-Checking (AFC) is the automated verification of claim accuracy. AFC is crucial in discerning truth from misinformation, especially given the huge amounts of content are generated online daily. Current research focuses on predicting claim veracity through metadata analysis and language scrutiny, with an emphasis on justifying verdicts. This paper surveys recent methodologies, proposing a comprehensive taxonomy and presenting the evolution of research in that landscape. A comparative analysis of methodologies and future directions for improving fact-checking explainability are also discussed. |
| title | Automated Justification Production for Claim Veracity in Fact Checking: A Survey on Architectures and Approaches |
| topic | Computation and Language Artificial Intelligence Information Retrieval Machine Learning |
| url | https://arxiv.org/abs/2407.12853 |