Definition ∞ Knowledge graphs represent information as a network of interconnected entities and their relationships. These structures provide a semantic layer over data, enabling machines to understand context and meaning rather than just raw information. They organize disparate data sources into a cohesive, machine-readable format, allowing for advanced querying and inference. This approach significantly improves data discoverability and the ability to derive new insights from complex datasets.
Context ∞ A significant discussion surrounding knowledge graphs centers on their capacity to make large, unstructured datasets actionable and interpretable. Key debates often address the scalability of graph databases and the accuracy of automated relationship extraction. Future developments will likely include tighter integration with artificial intelligence for more sophisticated reasoning and autonomous data organization. Their utility in connecting verifiable data on blockchains is also gaining prominence.
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