The multi-source framework identifies a consistent relational deficit in LLMs, where they recognize domain concepts but fail to reproduce their relational structures when compared to expert encyclopedias across fields like sociology and philosophy.
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A Multi-Source Framework for Relational Validation of Large Language Models Using Expert-Curated Encyclopedic Sources
The multi-source framework identifies a consistent relational deficit in LLMs, where they recognize domain concepts but fail to reproduce their relational structures when compared to expert encyclopedias across fields like sociology and philosophy.