[KongchangAI]
ConceptParametric Knowledge

Parametric Knowledge

The implicit memory formed when a language model compresses knowledge into its weight parameters during pre-training. It contrasts with non-parametric knowledge retrieved at inference time, and the tension between the two represents a core challenge in retrieval-augmented generation (RAG) systems.

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Oct 11

Parametric knowledge refers to the implicit memory compressed into the weight parameters of a language model during pre-training, while non-parametric knowledge refers to knowledge retrieved at inference time.

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