Dev Tools · 1h ago
Don't discard entity match probabilities in knowledge graphs
Entity resolution pipelines often discard match probabilities after thresholding, losing valuable confidence information. A developer shows how retaining Splink scores as edge properties in a knowledge graph improves retrieval quality. The approach preserves uncertainty for downstream Graph RAG systems.
Meridian48 take
A practical reminder that binary entity resolution throws away signal; preserving probabilities is a simple fix with big implications for retrieval accuracy.
Read the full reporting
Keeping Match Confidence on the Graph Edge: Why Throwing Away Splink Scores Hurts Graph RAG →
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entity-resolutionknowledge-graph