Fact Checking in Community Forums
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Abstract (arXiv)
Community Question Answering (cQA) forums are very popular nowadays, as they represent effective means for communities around particular topics to share information. Unfortunately, this information is not always factual. Thus, here we explore a new dimension in the context of cQA, which has been ignored so far: checking the veracity of answers to particular questions in cQA forums. As this is a new problem, we create a specialized dataset for it. We further propose a novel multi-faceted model, which captures information from the answer content (what is said and how), from the author profile (who says it), from the rest of the community forum (where it is said), and from external authoritative sources of information (external support). Evaluation results show a MAP value of 86.54, which is 21 points absolute above the baseline.
Key facts. Cited by 10 papers in the map (data through 7 Oct 2026). First posted on arXiv 8 Mar 2018.
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Citing papers per year: 2021: 7; 2022: 1; 2023: 2.
10 papers.
- 2021A Survey on Automated Fact-Checkingcited by 376
- 2021COVID-Fact: Fact Extraction and Verification of Real-World Claims on COVID-19 Pandemiccited by 100
- 2021A Survey on Predicting the Factuality and the Bias of News Mediacited by 20
- 2021Overview of the CLEF-2019 CheckThat!: Automatic Identification and Verification of Claimscited by 18
- 2021Joint Models for Answer Verification in Question Answering Systemscited by 13
- 2023Predicting Sentence-Level Factuality of News and Bias of Media Outletscited by 6
- 2021A Second Pandemic? Analysis of Fake News About COVID-19 Vaccines in Qatarcited by 5
- 2023Who Are All The Stochastic Parrots Imitating? They Should Tell Us!cited by 5
- 2021WLV-RIT at GermEval 2021: Multitask Learning with Transformers to Detect Toxic, Engaging, and Fact-Claiming Commentscited by 3
- 2022Examining Political Rhetoric with Epistemic Stance Detectioncited by 1
- 2023Who Are All The Stochastic Parrots Imitating? They Should Tell Us!16 Oct 2023
- 2023Predicting Sentence-Level Factuality of News and Bias of Media Outlets27 Jan 2023
- 2022Examining Political Rhetoric with Epistemic Stance Detection29 Dec 2022
- 2021Overview of the CLEF-2019 CheckThat!: Automatic Identification and Verification of Claims25 Sep 2021
- 2021A Second Pandemic? Analysis of Fake News About COVID-19 Vaccines in Qatar22 Sep 2021
- 2021A Survey on Automated Fact-Checking26 Aug 2021
- 2021WLV-RIT at GermEval 2021: Multitask Learning with Transformers to Detect Toxic, Engaging, and Fact-Claiming Comments30 Jul 2021
- 2021Joint Models for Answer Verification in Question Answering Systems9 Jul 2021
- 2021COVID-Fact: Fact Extraction and Verification of Real-World Claims on COVID-19 Pandemic7 Jun 2021
- 2021A Survey on Predicting the Factuality and the Bias of News Media16 Mar 2021