Graph metrics from similarity graphs plus active learning on cluster attributes produce a classifier that outperforms prior cluster repair methods on both clean and duplicate-containing datasets.
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2024 2verdicts
UNVERDICTED 2representative citing papers
MoRER builds an ER model repository via feature distribution clustering of tasks, achieving competitive results with limited labels versus active learning, transfer learning, and self-supervised methods on three multi-source datasets.
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Graph-based Active Learning for Entity Cluster Repair
Graph metrics from similarity graphs plus active learning on cluster attributes produce a classifier that outperforms prior cluster repair methods on both clean and duplicate-containing datasets.
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Efficient Model Repository for Entity Resolution: Construction, Search, and Integration
MoRER builds an ER model repository via feature distribution clustering of tasks, achieving competitive results with limited labels versus active learning, transfer learning, and self-supervised methods on three multi-source datasets.