A Temporal-Probabilistic Database Model for Information Extraction
Summary: Temporal-probabilistic DB model for cleaning uncertain temporal facts from information extraction, combining temporal deduction, constraints, and possible-worlds inference. Scalable engine handles millions of facts and hundreds of thousands of rules; robust against ILP/MLN baselines with competitive runtimes. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Maximilian Dylla (Max Planck Institute)
- 2. Iris Miliaraki (Max Planck Institute)
- 3. Martin Theobald (University of Antwerp)
BibTeX Citation
@article{dylla_vldb13,
title = {{A Temporal-Probabilistic Database Model for Information Extraction}},
author = {Dylla, Maximilian and Miliaraki, Iris and Theobald, Martin},
journal = {PVLDB},
series = {{VLDB} '13},
volume = {6},
number = {14},
doi = {10.14778/2556549.2556564},
url = {https://doi.org/10.14778/2556549.2556564},
year = {2013}
}Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,431 | Database Principles in Information Extraction | 2014 | PODS | 6.7088601e-05 |
| 4,499 | Cleaning Inconsistencies in Information Extraction via Prioritized Repairs | 2014 | PODS | 6.6608401e-05 |
| 11,385 | Probabilistic Reasoning at Scale: Trigger Graphs to the Rescue | 2023 | SIGMOD | 5.093636e-05 |
| 12,014 | TeCoRe: Temporal Conflict Resolution in Knowledge Graphs | 2017 | VLDB | 5.093636e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 8 of 8 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 | 0.00049907763 |
| 91 | WebTables: Exploring the Power of Tables on the Web | 2008 | VLDB | 0.00034838835 |
| 683 | MYSTIQ: A system for finding more answers by using probabilities | 2005 | SIGMOD | 0.00015005338 |
| 1,041 | The Dichotomy of Conjunctive Queries on Probabilistic Structures | 2007 | PODS | 0.00012453494 |
| 1,043 | Tuffy: Scaling up Statistical Inference in Markov Logic Networks using an RDBMS | 2011 | VLDB | 0.0001244565 |
| 1,520 | Conditioning Probabilistic Databases | 2008 | VLDB | 0.00010510496 |
| 4,301 | Read-Once Functions and Query Evaluation in Probabilistic Databases | 2010 | VLDB | 6.7737212e-05 |
| 6,805 | Temporal Alignment | 2012 | SIGMOD | 5.7678408e-05 |
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