PropMEND meta-trains a gradient-editing hypernetwork with propagation questions as the outer-loop objective, improving multi-hop knowledge propagation in LLMs in-domain but generalizing poorly to unseen relations.
Alphaedit: Null-space constrained model editing for language models
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
background 1representative citing papers
citing papers explorer
-
PropMEND: Hypernetworks for Knowledge Propagation in LLMs
PropMEND meta-trains a gradient-editing hypernetwork with propagation questions as the outer-loop objective, improving multi-hop knowledge propagation in LLMs in-domain but generalizing poorly to unseen relations.