Fig. 8: Evolving multiverse of knowledge graphs.
From: Nobel Turing Challenge: creating the engine for scientific discovery
The original knowledge graph (KG10) is split into two incompatible KGs (KG11 and KG12) with the addition of a new data “d1” and associated arguments. Further addition of data “d2” resulted in the additional split of KGs. Data d3 and associated argumentation contextualized conflicting interpretations separating two KGs (KG14 and KG15) that resulted in the merger of them. Such a merge happens when KG14 and KG15 are not compatible due to conflicting interpretation of data d2, but data d3 and associated argumentation clarified conflict can be resolved that two interpretation of data d2 is context-dependent thus both interpretations hold in a different context. For two competing KGs (KG16 and KG17), d4 and associated argumentation eliminated KG17, and KG16 survived and augmented to be KG110.
