Uncertainty Management in Rule-Based Information Extraction Systems
Summary: Proposes a probabilistic, max-entropy model to quantify uncertainty in rule-based information extraction and its compositional rules. Adds scalable learning via model decomposition; enables incremental accuracy as new rules or data are added. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 6 of 6 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,387 | Hybrid In-Database Inference for Declarative Information Extraction | 2011 | SIGMOD | 6.2320072e-05 |
| 4,983 | Querying Probabilistic Information Extraction | 2010 | VLDB | 5.7870787e-05 |
| 5,652 | From Information to Knowledge: Harvesting Entities and Relationships from Web Sources | 2010 | PODS | 5.3903671e-05 |
| 6,079 | Querying Uncertain Data with Aggregate Constraints | 2011 | SIGMOD | 5.2223439e-05 |
| 7,754 | Lineage Processing over Correlated Probabilistic Databases | 2010 | SIGMOD | 4.6600967e-05 |
| 12,085 | Aggregating Semantic Annotators | 2013 | VLDB | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 6 of 6 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 74 | Efficient Query Evaluation on Probabilistic Databases | 2004 | VLDB | 0.00057857292 |
| 287 | Declarative Information Extraction Using Datalog with Embedded Extraction Predicates | 2007 | VLDB | 0.00028971272 |
| 321 | MCDB: A Monte Carlo Approach to Managing Uncertain Data | 2008 | SIGMOD | 0.00027527389 |
| 760 | Creating Probabilistic Databases from Information Extraction Models | 2006 | VLDB | 0.00017053935 |
| 980 | BayesStore: Managing Large, Uncertain Data Repositories with Probabilistic Graphical Models | 2008 | VLDB | 0.00014879747 |
| 2,656 | Exploiting Shared Correlations in Probabilistic Databases | 2008 | VLDB | 8.3620622e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,081 | Knowledge Expansion over Probabilistic Knowledge Bases | 2014 | SIGMOD | 7.6031501e-05 |
| 4,387 | Hybrid In-Database Inference for Declarative Information Extraction | 2011 | SIGMOD | 6.2320072e-05 |
| 1,699 | Sensitivity Analysis and Explanations for Robust Query Evaluation in Probabilistic Databases | 2011 | SIGMOD | 0.00010858983 |
| 721 | Data Integration with Uncertainty | 2007 | VLDB | 0.00017570539 |
| 7,941 | Efficient Uncertainty Tracking for Complex Queries with Attribute-level Bounds | 2021 | SIGMOD | 4.613363e-05 |
| 4,521 | A Temporal-Probabilistic Database Model for Information Extraction | 2013 | VLDB | 6.1168322e-05 |
| 8,772 | New Directions For Uncertainty Reasoning In Deductive Databases | 1991 | SIGMOD | 4.456315e-05 |
| 4,983 | Querying Probabilistic Information Extraction | 2010 | VLDB | 5.7870787e-05 |
| 6,534 | Automatic Rule Refinement for Information Extraction | 2010 | VLDB | 5.0244622e-05 |
| 760 | Creating Probabilistic Databases from Information Extraction Models | 2006 | VLDB | 0.00017053935 |