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 |
|---|---|---|---|---|
| 139 | The MADlib Analytics Library or MAD Skills, the SQL | 2012 | VLDB | 0.00042320525 |
| 543 | MLbase: A Distributed Machine-learning System | 2013 | CIDR | 0.0002050918 |
| 1,165 | Simulation of Database-Valued Markov Chains Using SimSQL | 2013 | SIGMOD | 0.00013567206 |
| 4,079 | Towards High-Throughput Gibbs Sampling at Scale: A Study across Storage Managers | 2013 | SIGMOD | 6.4621024e-05 |
| 5,270 | Probabilistic Databases with MarkoViews | 2012 | VLDB | 5.5925747e-05 |
| 6,197 | WADaR: Joint Wrapper and Data Repair | 2015 | VLDB | 5.1570343e-05 |
| 8,974 | Ontological Pathfinding: Mining First-Order Knowledge from Large Knowledge Bases | 2016 | SIGMOD | 4.4148109e-05 |
| 9,429 | Database Principles in Information Extraction | 2014 | PODS | 4.3399748e-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 | 0.00057797415 |
| 103 | ULDBs: Databases with Uncertainty and Lineage | 2006 | VLDB | 0.00049520051 |
| 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 |
| 468 | MauveDB: Supporting Model-based User Views in Database Systems | 2006 | SIGMOD | 0.00022407392 |
| 974 | BayesStore: Managing Large, Uncertain Data Repositories with Probabilistic Graphical Models | 2008 | VLDB | 0.00014882804 |
| 2,186 | Scalable Probabilistic Databases with Factor Graphs and MCMC | 2010 | VLDB | 9.3460817e-05 |
| 3,479 | Toward Best-Effort Information Extraction | 2008 | SIGMOD | 7.053581e-05 |
| 4,156 | Uncertainty Management in Rule-Based Information Extraction Systems | 2009 | SIGMOD | 6.3947765e-05 |
| 4,960 | Querying Probabilistic Information Extraction | 2010 | VLDB | 5.7992639e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,790 | InferDB: In-Database Machine Learning Inference Using Indexes | 2024 | VLDB | 4.9205968e-05 |
| 3,626 | On-the-Fly Entity-Aware Query Processing in the Presence of Linkage | 2010 | VLDB | 6.9003552e-05 |
| 3,547 | Optimizing MPF Queries: Decision Support and Probabilistic Inference | 2007 | SIGMOD | 6.9810773e-05 |
| 8,578 | Anytime Approximation in Probabilistic Databases via Scaled Dissociations | 2019 | SIGMOD | 4.4879347e-05 |
| 2,186 | Scalable Probabilistic Databases with Factor Graphs and MCMC | 2010 | VLDB | 9.3460817e-05 |
| 74 | Efficient Query Evaluation on Probabilistic Databases | 2004 | VLDB | 0.00057797415 |
| 3,084 | Knowledge Expansion over Probabilistic Knowledge Bases | 2014 | SIGMOD | 7.5967738e-05 |
| 757 | Creating Probabilistic Databases from Information Extraction Models | 2006 | VLDB | 0.00017062337 |
| 4,522 | A Temporal-Probabilistic Database Model for Information Extraction | 2013 | VLDB | 6.1109228e-05 |
| 4,960 | Querying Probabilistic Information Extraction | 2010 | VLDB | 5.7992639e-05 |