Truth Validation with Evidence

February 15, 2018 Β· Declared Dead Β· πŸ› Knowledge and Information Systems

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Authors Papis Wongchaisuwat, Diego Klabjan arXiv ID 1802.05786 Category cs.AI: Artificial Intelligence Cross-listed stat.ML Citations 1 Venue Knowledge and Information Systems Last Checked 4 months ago
Abstract
In the modern era, abundant information is easily accessible from various sources, however only a few of these sources are reliable as they mostly contain unverified contents. We develop a system to validate the truthfulness of a given statement together with underlying evidence. The proposed system provides supporting evidence when the statement is tagged as false. Our work relies on an inference method on a knowledge graph (KG) to identify the truthfulness of statements. In order to extract the evidence of falseness, the proposed algorithm takes into account combined knowledge from KG and ontologies. The system shows very good results as it provides valid and concise evidence. The quality of KG plays a role in the performance of the inference method which explicitly affects the performance of our evidence-extracting algorithm.
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