Aggregating Semantic Annotators
Summary: Ontology-aware aggregation unifies diverse semantic annotators into a richer annotation layer. A training-free, repair-based method, benchmarked against supervised models and ontology-unaware baselines, improves accuracy via inter-annotator signals. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
No non-self incoming citations found for this paper in this database.
Authors
- 1. Luying Chen (University of Oxford)
- 2. Stefano Ortona (University of Oxford)
- 3. Giorgio Orsi (University of Oxford)
- 4. Michael Benedikt (University of Oxford)
BibTeX Citation
@article{chen_vldb13,
title = {{Aggregating Semantic Annotators}},
author = {Chen, Luying and Ortona, Stefano and Orsi, Giorgio and Benedikt, Michael},
journal = {PVLDB},
series = {{VLDB} '13},
volume = {6},
number = {13},
pages = {1486--1497},
doi = {10.14778/2536258.2536264},
url = {https://doi.org/10.14778/2536258.2536264},
year = {2013}
}Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,745 | DIADEM: Thousands of Websites to a Single Database | 2014 | VLDB | 6.1018855e-05 |
| 5,915 | WADaR: Joint Wrapper and Data Repair | 2015 | VLDB | 6.0437843e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 4 of 4 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 890 | Integrating Conflicting Data: The Role of Source Dependence | 2009 | VLDB | 0.00013382697 |
| 3,340 | Automatic Wrappers for Large Scale Web Extraction | 2011 | VLDB | 7.5040045e-05 |
| 3,973 | Uncertainty Management in Rule-Based Information Extraction Systems | 2009 | SIGMOD | 6.9810029e-05 |
| 12,266 | ROSeAnn: Reconciling Opinions of Semantic Annotators | 2013 | VLDB | 5.093636e-05 |
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