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Edit-propagation on synthetic KG-QA shared ID set

77.8Strong Propagation ScoreLMC
-3.11217.89438.959.906Jun 17, 2026

Evaluation results

MethodLinks
LMCBackbone=looped, Shared memory=present, Conditioned on direct edit success=true, Range=five-seed2026.0677.8
Dense+MemBackbone=dense, Shared memory=present, Conditioned on direct edit success=true, Range=five-seed2026.0671.3
LoopBackbone=looped, Shared memory=absent, Conditioned on direct edit success=true, Range=five-seed2026.063.9
DenseBackbone=dense, Shared memory=absent, Conditioned on direct edit success=true, Range=five-seed2026.060