LACE: A Logical Approach to Collective Entity Resolution
Summary: LACE: a logical framework for collective entity resolution with hard/soft merge rules and denial constraints, whose rules are evaluated on the progressively merged instance to enable justified, cascading merges. Defines maximal-solution semantics (certain/possible merges), pins exact decision complexities, and encodes reasoning in ASP. (summarized by gpt-5-mini on Feb 09 2026)
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| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 228 | Reference Reconciliation in Complex Information Spaces | 2005 | SIGMOD | 0.00032266415 |
| 318 | Evaluation of entity resolution approaches on real-world match problems | 2010 | VLDB | 0.00027850417 |
| 560 | Dependencies Revisited for Improving Data Quality | 2008 | PODS | 0.0002012328 |
| 700 | Reasoning about Record Matching Rules | 2009 | VLDB | 0.00017927576 |
| 705 | Magellan: Toward Building Entity Matching Management Systems | 2016 | VLDB | 0.00017779048 |
| 4,401 | On Preservation under Homomorphisms and Unions of Conjunctive Queries | 2004 | PODS | 6.2096576e-05 |
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