End-to-End Multimodal Fact-Checking and Explanation Generation: A Challenging Dataset and Models

Author:

Yao Barry Menglong1ORCID,Shah Aditya1ORCID,Sun Lichao2ORCID,Cho Jin-Hee1ORCID,Huang Lifu1ORCID

Affiliation:

1. Virginia Tech, Blacksburg, VA, USA

2. Lehigh University, Bethlehem, PA, USA

Funder

U.S. Defense Advanced Research Projects Agency

Publisher

ACM

Reference78 articles.

1. Open-Domain, Content-based, Multi-modal Fact-checking of Out-of-Context Images via Online Resources

2. Where is Your Evidence: Improving Fact-checking by Justification Modeling

3. Rami Aly , Zhijiang Guo , Michael Schlichtkrull , James Thorne , Andreas Vlachos , Christos Christodoulopoulos , Oana Cocarascu , and Arpit Mittal . 2021 . Feverous: Fact extraction and verification over unstructured and structured information. arXiv preprint arXiv:2106.05707 (2021). Rami Aly, Zhijiang Guo, Michael Schlichtkrull, James Thorne, Andreas Vlachos, Christos Christodoulopoulos, Oana Cocarascu, and Arpit Mittal. 2021. Feverous: Fact extraction and verification over unstructured and structured information. arXiv preprint arXiv:2106.05707 (2021).

4. Pepa Atanasova , Jakob Grue Simonsen , Christina Lioma, and Isabelle Augenstein. 2020 . Generating fact checking explanations. arXiv preprint arXiv:2004.05773 (2020). Pepa Atanasova, Jakob Grue Simonsen, Christina Lioma, and Isabelle Augenstein. 2020. Generating fact checking explanations. arXiv preprint arXiv:2004.05773 (2020).

5. Isabelle Augenstein , Christina Lioma , Dongsheng Wang , Lucas Chaves Lima , Casper Hansen, Christian Hansen, and Jakob Grue Simonsen. 2019 . MultiFC : A real-world multi-domain dataset for evidence-based fact checking of claims. arXiv preprint arXiv:1909.03242 (2019). Isabelle Augenstein, Christina Lioma, Dongsheng Wang, Lucas Chaves Lima, Casper Hansen, Christian Hansen, and Jakob Grue Simonsen. 2019. MultiFC: A real-world multi-domain dataset for evidence-based fact checking of claims. arXiv preprint arXiv:1909.03242 (2019).

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3. JustiLM: Few-shot Justification Generation for Explainable Fact-Checking of Real-world Claims;Transactions of the Association for Computational Linguistics;2024

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