Incremental Knowledge Base Construction Using DeepDive

Summary: DeepDive fuses DB and ML ideas to accelerate knowledge-base construction from unstructured data. Proposes incremental inference via sampling and variational methods, plus a rule-based optimizer, achieving 100x speedups with negligible quality impact on 5 KBC workloads. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 11011
Venue: VLDB
Year: 2015
Pagerank: 0.00018428925
Overall Rank: 668 | 95.36%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 42 of 42 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
192	HoloClean: Holistic Data Repairs with Probabilistic Inference	2017	VLDB	0.00035692958
832	Learning Linear Regression Models over Factorized Joins	2016	SIGMOD	0.00016089705
1,088	Language Models Enable Simple Systems for Generating Structured Views of Heterogeneous Data Lakes	2024	VLDB	0.00014158762
1,274	The Data Civilizer System	2017	CIDR	0.00012869297
1,534	Data Management in Machine Learning: Challenges, Techniques, and Systems	2017	SIGMOD	0.00011462072
1,881	Query-Driven On-The-Fly Knowledge Base Construction	2018	VLDB	0.00010223565
1,940	Split-Correctness in Information Extraction	2019	PODS	0.00010019194
3,105	GPTuner: A Manual-Reading Database Tuning System via GPT-Guided Bayesian Optimization	2024	VLDB	7.5567226e-05
3,305	Fonduer: Knowledge Base Construction from Richly Formatted Data	2018	SIGMOD	7.2417724e-05
3,397	Automatic Data Repair: Are We Ready to Deploy?	2024	VLDB	7.1386386e-05
3,900	SLiMFast: Guaranteed Results for Data Fusion and Source Reliability	2017	SIGMOD	6.649432e-05
3,982	How Large Language Models Will Disrupt Data Management	2023	VLDB	6.5595332e-05
4,162	SlimShot: In-Database Probabilistic Inference for Knowledge Bases	2016	VLDB	6.386842e-05
4,197	Overton: A Data System for Monitoring and Improving Machine-Learned Products	2020	CIDR	6.3625568e-05
4,630	Knowledge Graphs 2021: A Data Odyssey	2021	VLDB	6.030304e-05
4,779	LIMA: Fine-grained Lineage Tracing and Reuse in Machine Learning Systems	2021	SIGMOD	5.9259373e-05
5,040	KBPearl: A Knowledge Base Population System Supported by Joint Entity and Relation Linking	2020	VLDB	5.7361009e-05
5,462	Natural Language Data Management and Interfaces: Recent Development and Open Challenges	2017	SIGMOD	5.4924596e-05
5,817	BlinkML: Efficient Maximum Likelihood Estimation with Probabilistic Guarantees	2019	SIGMOD	5.3154329e-05
6,345	A Relational Framework for Classifier Engineering	2017	PODS	5.0970607e-05
6,464	Materialization and Reuse Optimizations for Production Data Science Pipelines	2022	SIGMOD	5.0471003e-05
6,984	A Cost-based Optimizer for Gradient Descent Optimization	2017	SIGMOD	4.8680519e-05
7,062	On Multiple Semantics for Declarative Database Repairs	2020	SIGMOD	4.8398632e-05
7,369	ELEET: Efficient Learned Query Execution over Text and Tables	2024	VLDB	4.7452331e-05
7,702	ExDRa: Exploratory Data Science on Federated Raw Data	2021	SIGMOD	4.6689015e-05
7,838	Dependency-Driven Analytics: a Compass for Uncharted Data Oceans	2017	CIDR	4.6338262e-05
7,950	RuDiK: Rule Discovery in Knowledge Bases	2018	VLDB	4.6089395e-05
8,515	UPLIFT: Parallelization Strategies for Feature Transformations in Machine Learning Workloads	2022	VLDB	4.4901466e-05
8,578	Anytime Approximation in Probabilistic Databases via Scaled Dissociations	2019	SIGMOD	4.4879347e-05
8,784	Machine Learning Meets Big Spatial Data	2019	VLDB	4.4473392e-05
8,974	Ontological Pathfinding: Mining First-Order Knowledge from Large Knowledge Bases	2016	SIGMOD	4.4148109e-05
9,023	Entity Matching in the Wild: A Consistent and Versatile Framework to Unify Data in Industrial Applications	2020	SIGMOD	4.4037187e-05
9,161	Automatically Generating Interesting Facts from Wikipedia Tables	2019	SIGMOD	4.380727e-05
9,415	Ground Truth Inference for Weakly Supervised Entity Matching	2023	SIGMOD	4.3399748e-05
10,389	FastPDB: Towards Bag-Probabilistic Queries at Interactive Speeds	2025	SIGMOD	4.1905499e-05
11,182	Probabilistic Reasoning at Scale: Trigger Graphs to the Rescue	2023	SIGMOD	4.1905499e-05
11,524	Wikinegata: a Knowledge Base with Interesting Negative Statements	2021	VLDB	4.1905499e-05
11,683	Flash in Action: Scalable Spatial Data Analysis Using Markov Logic Networks	2019	VLDB	4.1905499e-05
11,724	A Demonstration of Sya: A Spatial Probabilistic Knowledge Base Construction System	2018	SIGMOD	4.1905499e-05
11,755	Holistic Query Evaluation over Information Extraction Pipelines	2018	VLDB	4.1905499e-05
11,783	Building Structured Databases of Factual Knowledge from Massive Text Corpora	2017	SIGMOD	4.1905499e-05
11,945	Mindtagger: A Demonstration of Data Labeling in Knowledge Base Construction	2015	VLDB	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 13 of 13 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
97	Maintaining Views Incrementally	1993	SIGMOD	0.00050863077
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
1,015	Tuffy: Scaling up Statistical Inference in Markov Logic Networks using an RDBMS	2011	VLDB	0.00014630577
1,044	DimmWitted: A Study of Main-Memory Statistical Analytics	2014	VLDB	0.00014465007
1,094	The Lixto Data Extraction Project - Back and Forth between Theory and Practice	2004	PODS	0.00014105105
1,146	Web-scale Data Integration: You can only afford to Pay As You Go	2007	CIDR	0.0001367088
2,186	Scalable Probabilistic Databases with Factor Graphs and MCMC	2010	VLDB	9.3460817e-05
2,422	From Data Fusion to Knowledge Fusion	2014	VLDB	8.8452901e-05
3,084	Knowledge Expansion over Probabilistic Knowledge Bases	2014	SIGMOD	7.5967738e-05
4,079	Towards High-Throughput Gibbs Sampling at Scale: A Study across Storage Managers	2013	SIGMOD	6.4621024e-05
5,662	From Information to Knowledge: Harvesting Entities and Relationships from Web Sources	2010	PODS	5.3854745e-05
5,884	Incrementally Maintaining Classification using an RDBMS	2011	VLDB	5.2864334e-05

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4,384	Hybrid In-Database Inference for Declarative Information Extraction	2011	SIGMOD	6.2251088e-05
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