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It is shown that the trade-off between locality and balance holds only where each silo can hold several relations, weakening as the number of silos increases, and the study provides practical guidance for deployments constrained by cross-silo reasoning or by silo load.
The empirical findings of FedV-KGQA on multi-hop question answering over vertically partitioned graphs are presented, and an interactive prototype that runs real inference and traces the full pipeline, per question, on released checkpoints is contributed.
Real-world data for knowledge graph question answering is often distributed across different organizations due to governance and data sovereignty constraints. While centralized systems exist, they cannot answer multi-hop questions when the required facts are split across vertically partitioned silos. In this paper, we...
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