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.
and Vogele, William B
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.SI 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
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.