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 |
|---|---|---|---|---|
| 4,384 | Hybrid In-Database Inference for Declarative Information Extraction | 2011 | SIGMOD | 6.2251088e-05 |
| 4,960 | Querying Probabilistic Information Extraction | 2010 | VLDB | 5.7992639e-05 |
| 5,662 | From Information to Knowledge: Harvesting Entities and Relationships from Web Sources | 2010 | PODS | 5.3854745e-05 |
| 6,083 | Querying Uncertain Data with Aggregate Constraints | 2011 | SIGMOD | 5.2173276e-05 |
| 7,754 | Lineage Processing over Correlated Probabilistic Databases | 2010 | SIGMOD | 4.6556861e-05 |
| 12,093 | Aggregating Semantic Annotators | 2013 | VLDB | 4.1905499e-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 | 0.00057797415 |
| 289 | Declarative Information Extraction Using Datalog with Embedded Extraction Predicates | 2007 | VLDB | 0.00028865317 |
| 322 | MCDB: A Monte Carlo Approach to Managing Uncertain Data | 2008 | SIGMOD | 0.00027523667 |
| 757 | Creating Probabilistic Databases from Information Extraction Models | 2006 | VLDB | 0.00017062337 |
| 974 | BayesStore: Managing Large, Uncertain Data Repositories with Probabilistic Graphical Models | 2008 | VLDB | 0.00014882804 |
| 2,649 | Exploiting Shared Correlations in Probabilistic Databases | 2008 | VLDB | 8.3728762e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,084 | Knowledge Expansion over Probabilistic Knowledge Bases | 2014 | SIGMOD | 7.5967738e-05 |
| 4,384 | Hybrid In-Database Inference for Declarative Information Extraction | 2011 | SIGMOD | 6.2251088e-05 |
| 1,698 | Sensitivity Analysis and Explanations for Robust Query Evaluation in Probabilistic Databases | 2011 | SIGMOD | 0.00010857033 |
| 718 | Data Integration with Uncertainty | 2007 | VLDB | 0.00017558942 |
| 7,944 | Efficient Uncertainty Tracking for Complex Queries with Attribute-level Bounds | 2021 | SIGMOD | 4.6089395e-05 |
| 4,522 | A Temporal-Probabilistic Database Model for Information Extraction | 2013 | VLDB | 6.1109228e-05 |
| 8,769 | New Directions For Uncertainty Reasoning In Deductive Databases | 1991 | SIGMOD | 4.4520434e-05 |
| 4,960 | Querying Probabilistic Information Extraction | 2010 | VLDB | 5.7992639e-05 |
| 6,527 | Automatic Rule Refinement for Information Extraction | 2010 | VLDB | 5.0200332e-05 |
| 757 | Creating Probabilistic Databases from Information Extraction Models | 2006 | VLDB | 0.00017062337 |