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Research note · June 29, 2026

Behind the scenes, LinkedCulture.org represents cultural knowledge in three complementa...

• Vector embeddings power semantic discovery, helping you find related objects even when they don’t share the same keywords.


Behind the scenes, LinkedCulture.org represents cultural knowledge in three complementary ways:

• Vector embeddings power semantic discovery, helping you find related objects even when they don’t share the same keywords.

• Knowledge graphs reveal the relationships between objects, topics, and collections, making those connections understandable and explorable.

• Galaxy.LinkedCulture.org visualizes the entire semantic landscape, allowing visitors to navigate thousands of automatically discovered clusters as if exploring a map of cultural knowledge.

"Each representation serves a different purpose. Search helps you find. Graphs help you understand relationships. The galaxy helps you explore.