MLPs used as feature-transformation modules improve edge probing performance as much as or more than GNNs, while message-passing alone often degrades it.
Language models as knowledge bases?
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.CL 1years
2025 1verdicts
CONDITIONAL 1roles
background 1polarities
unclear 1representative citing papers
citing papers explorer
-
Do We Really Need GNNs with Explicit Structural Modeling? MLPs Suffice for Language Model Representations
MLPs used as feature-transformation modules improve edge probing performance as much as or more than GNNs, while message-passing alone often degrades it.