Small MRR gains on WN18RR and FB15K-237 follow from adding iterative message filtering and top-k probabilistic bilinear scoring to KGC models, but the merged-variant synergy claim is not supported by the reported numbers.
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Enhancing Knowledge Graph Completion with GNN Distillation and Probabilistic Interaction Modeling
Small MRR gains on WN18RR and FB15K-237 follow from adding iterative message filtering and top-k probabilistic bilinear scoring to KGC models, but the merged-variant synergy claim is not supported by the reported numbers.