Frost: A Platform for Benchmarking and Exploring Data Matching Results
Summary: Frost unifies benchmarks, quality, and cost/effort metrics to evaluate data matching, first platform enabling systematic exploration. Implemented in open-source Snowman, it enables visual exploration to assess deduplication against business requirements. (summarized by gpt-5-nano on Feb 09 2026)
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Authors
- 1. Martin Graf
- 2. Lukas Laskowski
- 3. Florian Papsdorf
- 4. Florian Sold
- 5. Roland Gremmelspacher
- 6. Felix Naumann
- 7. Fabian Panse
Incoming Citations (Sorted by Pagerank)
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Outgoing Citations (Sorted by Pagerank)
Showing 9 of 9 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 319 | Evaluation of entity resolution approaches on real-world match problems | 2010 | VLDB | 0.00027781866 |
| 712 | Magellan: Toward Building Entity Matching Management Systems | 2016 | VLDB | 0.00017732426 |
| 936 | Framework for Evaluating Clustering Algorithms in Duplicate Detection | 2009 | VLDB | 0.0001521549 |
| 2,638 | Messing Up with BART: Error Generation for Evaluating Data-Cleaning Algorithms | 2016 | VLDB | 8.399764e-05 |
| 3,177 | Evaluating Entity Resolution Results | 2010 | VLDB | 7.4367331e-05 |
| 3,582 | NADEEF/ER: Generic and Interactive Entity Resolution | 2014 | SIGMOD | 6.9479263e-05 |
| 5,869 | Demonstration of Panda: A Weakly Supervised Entity Matching System | 2021 | VLDB | 5.2959029e-05 |
| 7,450 | SystemER: A Human-in-the-loop System for Explainable Entity Resolution | 2019 | VLDB | 4.7265276e-05 |
| 8,932 | Comparative evaluation of entity resolution approaches with FEVER | 2009 | VLDB | 4.427232e-05 |
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