Knowledge Graph Construction From Unstructured Documents
Building knowledge graphs from messy documents requires resolving duplicates, not skipping it.
Marcus Heilbronner
Staff Writer
Marcus Heilbronner
Marcus Heilbronner began his career as a database administrator and query optimizer before pivoting to cover the graph database industry for trade publications in the mid-2000s. He brings a systems-level perspective to his writing on graph query languages, storage engines, and the integration of structured graph data with large language models.
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Multi-Hop Reasoning Over Knowledge Graphs at Inference Time
Models need to traverse multiple graph hops, not just memorize paths.
Marcus Heilbronner