Beyond Verdicts: Explainable Fact-Checking via a Linguistically-Grounded Multi-Agent FrameworkAutomated fact-checking systems still fall short of producing explanations that mirror the depth and structure of expert human reasoning.
- doi
- 10.1145/3800935.3830873
- isbn
- 979-8-4007-2564-7
- name
- Beyond Verdicts: Explainable Fact-Checking via a Linguistically-Grounded Multi-Agent Framework
- source
- html
- acm_url
- https://dl.acm.org/doi/10.1145/3800935.3830873
- authors
- Pedro Henrique de Oliveira Silva, Lucas Raniére Juvino Santos, Leandro Balby Marinho, Claudio Elizio Calazans Campelo
- doi_url
- https://doi.org/10.1145/3800935.3830873
- license
- CC BY 4.0
- summary
- Automated fact-checking systems still fall short of producing explanations that mirror the depth and structure of expert human reasoning.
- keywords
- fact-checking; explainability; linguistic analysis; multi-agent systems; misinformation; disinformation; fake news; human evaluation; large language model
- published
- 2026-09-14
- conference
- HT '26: 37th ACM Conference on Hypertext, London, United Kingdom, September 14–18, 2026
- acm_html_url
- https://dl.acm.org/doi/fullHtml/10.1145/3800935.3830873
- ccs_concepts
- CCS Concepts: • Computing methodologies → Multi-agent systems ; • Computing methodologies → Intelligent agents ; • Computing methodologies~Lexical semantics;
- displayAuthor
- Pedro Henrique de Oliveira Silva, Lucas Raniére Juvino Santos, Leandro Balby Marinho, Claudio Elizio Calazans Campelo
- proceedings_url
- https://dl.acm.org/doi/proceedings/10.1145/3800935
- displayPublishTime
- 2026-09-14
- acm_reference_format
- ACM Reference Format: Pedro Henrique de Oliveira Silva, Lucas Raniére Juvino Santos, Leandro Balby Marinho, and Claudio Elizio Calazans Campelo. 2026. Beyond Verdicts: Explainable Fact-Checking via a Linguistically-Grounded Multi-Agent Framework. In 37th ACM Conference on Hypertext (HT '26), September 14--18, 2026, London, United Kingdom. ACM, New York, NY, USA 7 Pages. https://doi.org/10.1145/3800935.3830873
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