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)

Paper ID: h91f86c1c9f9a0024
Venue: VLDB
Year: 2013
Pagerank: 6.4604309e-05
Overall Rank: 4,671 | 68.70%
DOI: 10.14778/2556549.2556564

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
4,548	Database Principles in Information Extraction	2014	PODS	6.533656e-05
4,605	Cleaning Inconsistencies in Information Extraction via Prioritized Repairs	2014	PODS	6.4909369e-05
11,752	Probabilistic Reasoning at Scale: Trigger Graphs to the Rescue	2023	SIGMOD	4.9605343e-05
12,358	TeCoRe: Temporal Conflict Resolution in Knowledge Graphs	2017	VLDB	4.9605343e-05

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	0.00049435337
88	WebTables: Exploring the Power of Tables on the Web	2008	VLDB	0.00035500667
699	MYSTIQ: A system for finding more answers by using probabilities	2005	SIGMOD	0.00014645232
1,067	Tuffy: Scaling up Statistical Inference in Markov Logic Networks using an RDBMS	2011	VLDB	0.00012170631
1,071	The Dichotomy of Conjunctive Queries on Probabilistic Structures	2007	PODS	0.00012154243
1,551	Conditioning Probabilistic Databases	2008	VLDB	0.00010257014
4,413	Read-Once Functions and Query Evaluation in Probabilistic Databases	2010	VLDB	6.5979584e-05
6,420	Temporal Alignment	2012	SIGMOD	5.7725345e-05

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8	693	Creating Probabilistic Databases from Information Extraction Models	2006	VLDB
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