Hybrid In-Database Inference for Declarative Information Extraction
Summary: Hybrid in-database inference for declarative information extraction. Per-record selection among MCMC variants, Viterbi, and sum-product in a PDB-based IE engine optimizes accuracy versus runtime; reports up to 10× speedups over non-hybrid baselines. (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 8 of 8 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 140 | The MADlib Analytics Library or MAD Skills, the SQL | 2012 | VLDB | 0.00042270404 |
| 543 | MLbase: A Distributed Machine-learning System | 2013 | CIDR | 0.00020526854 |
| 1,158 | Simulation of Database-Valued Markov Chains Using SimSQL | 2013 | SIGMOD | 0.0001361064 |
| 4,077 | Towards High-Throughput Gibbs Sampling at Scale: A Study across Storage Managers | 2013 | SIGMOD | 6.4678697e-05 |
| 5,266 | Probabilistic Databases with MarkoViews | 2012 | VLDB | 5.5972559e-05 |
| 6,195 | WADaR: Joint Wrapper and Data Repair | 2015 | VLDB | 5.1618114e-05 |
| 8,968 | Ontological Pathfinding: Mining First-Order Knowledge from Large Knowledge Bases | 2016 | SIGMOD | 4.4190464e-05 |
| 9,423 | Database Principles in Information Extraction | 2014 | PODS | 4.3441378e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 10 of 10 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 |
| 101 | ULDBs: Databases with Uncertainty and Lineage | 2006 | VLDB | 0.0004955674 |
| 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 |
| 469 | MauveDB: Supporting Model-based User Views in Database Systems | 2006 | SIGMOD | 0.00022406923 |
| 980 | BayesStore: Managing Large, Uncertain Data Repositories with Probabilistic Graphical Models | 2008 | VLDB | 0.00014879747 |
| 2,186 | Scalable Probabilistic Databases with Factor Graphs and MCMC | 2010 | VLDB | 9.3378109e-05 |
| 3,477 | Toward Best-Effort Information Extraction | 2008 | SIGMOD | 7.0583481e-05 |
| 4,156 | Uncertainty Management in Rule-Based Information Extraction Systems | 2009 | SIGMOD | 6.3999205e-05 |
| 4,983 | Querying Probabilistic Information Extraction | 2010 | VLDB | 5.7870787e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,796 | InferDB: In-Database Machine Learning Inference Using Indexes | 2024 | VLDB | 4.9241624e-05 |
| 3,631 | On-the-Fly Entity-Aware Query Processing in the Presence of Linkage | 2010 | VLDB | 6.9014378e-05 |
| 3,549 | Optimizing MPF Queries: Decision Support and Probabilistic Inference | 2007 | SIGMOD | 6.9858057e-05 |
| 8,581 | Anytime Approximation in Probabilistic Databases via Scaled Dissociations | 2019 | SIGMOD | 4.492241e-05 |
| 2,186 | Scalable Probabilistic Databases with Factor Graphs and MCMC | 2010 | VLDB | 9.3378109e-05 |
| 74 | Efficient Query Evaluation on Probabilistic Databases | 2004 | VLDB | 0.00057857292 |
| 3,081 | Knowledge Expansion over Probabilistic Knowledge Bases | 2014 | SIGMOD | 7.6031501e-05 |
| 760 | Creating Probabilistic Databases from Information Extraction Models | 2006 | VLDB | 0.00017053935 |
| 4,521 | A Temporal-Probabilistic Database Model for Information Extraction | 2013 | VLDB | 6.1168322e-05 |
| 4,983 | Querying Probabilistic Information Extraction | 2010 | VLDB | 5.7870787e-05 |