A Conceptual Model for Attributions in Event-Centric Knowledge Graphs
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Abstract (arXiv)
The use of narratives as a means of fusing information from knowledge graphs (KGs) into a coherent line of argumentation has been the subject of recent investigation. Narratives are especially useful in event-centric knowledge graphs in that they provide a means to connect different real-world events and categorize them by well-known narrations. However, specifically for controversial events, a problem in information fusion arises, namely, multiple viewpoints regarding the validity of certain event aspects, e.g., regarding the role a participant takes in an event, may exist. Expressing those viewpoints in KGs is challenging because disputed information provided by different viewpoints may introduce inconsistencies. Hence, most KGs only feature a single view on the contained information, hampering the effectiveness of narrative information access. This paper is an extension of our original work and introduces attributions, i.e., parameterized predicates that allow for the representation of facts that are only valid in a specific viewpoint. For this, we develop a conceptual model that allows for the representation of viewpoint-dependent information. As an extension, we enhance the model by a conception of viewpoint-compatibility. Based on this, we deepen our original deliberations on the model's effects on information fusion and provide additional grounding in the literature.
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References · 15
- 2020Stance Detection on Social Media: State of the Art and Trendscited by 95
- 2020Machine Knowledge: Creation and Curation of Comprehensive Knowledge Basescited by 55
- 2018EventKG: A Multilingual Event-Centric Temporal Knowledge Graphcited by 43
- 2023Language Models Trained on Media Diets Can Predict Public Opinioncited by 30
- 2023Conflicts, Villains, Resolutions: Towards models of Narrative Media Framingcited by 14
- 2019Searching News Articles Using an Event Knowledge Graph Leveraged by Wikidatacited by 13
- 2022How to Agree to Disagree: Managing Ontological Perspectives using Standpoint Logiccited by 9
- 2022Beyond Digital "Echo Chambers": The Role of Viewpoint Diversity in Political Discussioncited by 6
- 2018Viewpoint Discovery and Understanding in Social Networkscited by 5
- 2019HapPenIng: Happen, Predict, Infer -- Event Series Completion in a Knowledge Graphcited by 3
- 2024Leveraging World Events to Predict E-Commerce Consumer Demand under Anomalycited by 3
- 2022It's the Same Old Story! Enriching Event-Centric Knowledge Graphs by Narrative Aspectscited by 2
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