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Entity extraction from documents can provide huge benefits to organisations. If your model is hallucinating information - it will pollute downstream assets. The key is appropriate provenance tracking and cross checking. Methodology link below 👇

10/4/26, 10:03 am0 reposts0 likes

gavin.codes

@gavin.codes

10 Apr

scidonia.ai/blog/halluci...

scidonia.aiGhost Entities: Why LLM Hallucinations in Entity Extraction Are a Serious Downstream Risk | ScidoniaHallucinated entities and relationships look identical to real ones inside a knowledge graph. We measured how often frontier models inject facts from parametric memory rather than from your documents ...