Cleaning Inconsistencies in Information Extraction via Prioritized Repairs
Summary: Declarative framework for cleaning inconsistent IE outputs by integrating prioritized repairs into document spanners, enabling user-declared conflict-resolution policies that capture industrial cleaning operations and POSIX regex semantics. Analyzes unambiguity and expressive power of such policies, with both positive and negative (decidability/complexity) results. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Ronald Fagin (IBM)
- 2. Benny Kimelfeld (LogicBlox)
- 3. Frederick Reiss (IBM)
- 4. Stijn Vansummeren (Universit e9 Libre de Bruxelles)
BibTeX Citation
@inproceedings{fagin_pods14,
address = {New York, NY, USA},
series = {{PODS} '14},
title = {{Cleaning Inconsistencies in Information Extraction via Prioritized Repairs}},
url = {https://dl.acm.org/doi/10.1145/2595438.2594540},
doi = {10.1145/2595438.2594540},
booktitle = {Proceedings of the {ACM} {SIGMOD} Symposium on {Principles} of {Database} {Systems}},
publisher = {Association for Computing Machinery},
author = {Fagin, Ronald and Kimelfeld, Benny and Reiss, Frederick and Vansummeren, Stijn},
year = {2014}
}
Incoming Citations (Sorted by Pagerank)
Showing 7 of 7 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,972 | Discovery of Approximate (and Exact) Denial Constraints | 2020 | VLDB | 9.2829634e-05 |
| 2,406 | Document Spanners for Extracting Incomplete Information: Expressiveness and Complexity | 2018 | PODS | 8.5139911e-05 |
| 2,763 | Dichotomies in the Complexity of Preferred Repairs | 2015 | PODS | 8.0404242e-05 |
| 4,532 | Database Principles in Information Extraction | 2014 | PODS | 6.5553316e-05 |
| 8,202 | Counting and Enumerating (Preferred) Database Repairs | 2017 | PODS | 5.3774362e-05 |
| 9,070 | Preference-aware Integration of Temporal Data | 2015 | VLDB | 5.2263302e-05 |
| 11,759 | Autonomously Computable Information Extraction | 2023 | VLDB | 4.9769913e-05 |
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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 |
|---|---|---|---|---|
| 33 | Consistent Query Answers in Inconsistent Databases | 1999 | PODS | 0.00049326063 |
| 328 | Declarative Information Extraction Using Datalog with Embedded Extraction Predicates | 2007 | VLDB | 0.00020921862 |
| 501 | Dependencies Revisited for Improving Data Quality | 2008 | PODS | 0.00017273167 |
| 1,063 | Tuffy: Scaling up Statistical Inference in Markov Logic Networks using an RDBMS | 2011 | VLDB | 0.00012208 |
| 2,784 | Interaction between Record Matching and Data Repairing | 2011 | SIGMOD | 8.0147123e-05 |
| 4,657 | A Temporal-Probabilistic Database Model for Information Extraction | 2013 | VLDB | 6.4818617e-05 |
| 4,825 | Automatic Rule Refinement for Information Extraction | 2010 | VLDB | 6.3907162e-05 |
| 12,525 | Spanners: A Formal Framework for Information Extraction | 2013 | PODS | 4.9769913e-05 |
| 14,001 | Rewrite Rules for Search Database Systems | 2011 | PODS | - |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 11,759 | Autonomously Computable Information Extraction | 2023 | VLDB |
| 2 | 4,532 | Database Principles in Information Extraction | 2014 | PODS |
| 3 | 8,202 | Counting and Enumerating (Preferred) Database Repairs | 2017 | PODS |
| 4 | 2,967 | Towards Dependable Data Repairing with Fixing Rules | 2014 | SIGMOD |
| 5 | 1,348 | Sampling the Repairs of Functional Dependency Violations under Hard Constraints | 2010 | VLDB |
| 6 | 5,866 | Properties of Inconsistency Measures for Databases | 2021 | SIGMOD |
| 7 | 2,784 | Interaction between Record Matching and Data Repairing | 2011 | SIGMOD |
| 8 | 8,065 | A Grammar-based Entity Representation Framework for Data Cleaning | 2009 | SIGMOD |
| 9 | 204 | Declarative Data Cleaning: Language, Model, and Algorithms | 2001 | VLDB |
| 10 | 2,406 | Document Spanners for Extracting Incomplete Information: Expressiveness and Complexity | 2018 | PODS |