mlsanityData to 7 Oct 2026

Fact Checking in Community Forums

arXiv 1803.03178 ↗First posted 8 Mar 2018cs.CLcited by 10

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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.