Extracting Databases from Dark Data with DeepDive

Summary: DeepDive turns dark data (text, tables, images) into relational databases. Combines large-scale probabilistic inference with a novel developer interaction cycle, achieving high precision/recall at modest cost. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 5205
Venue: SIGMOD
Year: 2016
Pagerank: 6.4456184e-05
Overall Rank: 4,106 | 71.44%
DOI: 10.1145/2882903.2904442

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 8 of 8 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
939	Data Lake Management: Challenges and Opportunities	2019	VLDB	0.00015187344
1,878	Query-Driven On-The-Fly Knowledge Base Construction	2018	VLDB	0.00010233436
3,015	Chorus: Foundation Models for Unified Data Discovery and Exploration	2024	VLDB	7.7092391e-05
3,155	Ten Years of WebTables	2018	VLDB	7.4672742e-05
5,251	Snorkel DryBell: A Case Study in Deploying Weak Supervision at Industrial Scale	2019	SIGMOD	5.6029615e-05
10,711	Cracking Vector Search Indexes	2025	VLDB	4.1945683e-05
10,976	StarfishDB: a Query Execution Engine for Relational Probabilistic Programming	2024	SIGMOD	4.1945683e-05
11,775	Building Structured Databases of Factual Knowledge from Massive Text Corpora	2017	SIGMOD	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 12 of 12 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
95	Maintaining Views Incrementally	1993	SIGMOD	0.00050896659
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
1,014	Tuffy: Scaling up Statistical Inference in Markov Logic Networks using an RDBMS	2011	VLDB	0.00014640258
1,044	DimmWitted: A Study of Main-Memory Statistical Analytics	2014	VLDB	0.00014475229
1,095	The Lixto Data Extraction Project - Back and Forth between Theory and Practice	2004	PODS	0.00014126427
2,420	From Data Fusion to Knowledge Fusion	2014	VLDB	8.8530994e-05
2,915	Brainwash: A Data System for Feature Engineering	2013	CIDR	7.9078385e-05
3,081	Knowledge Expansion over Probabilistic Knowledge Bases	2014	SIGMOD	7.6031501e-05
4,077	Towards High-Throughput Gibbs Sampling at Scale: A Study across Storage Managers	2013	SIGMOD	6.4678697e-05
5,874	Incrementally Maintaining Classification using an RDBMS	2011	VLDB	5.2930628e-05
11,937	Mindtagger: A Demonstration of Data Labeling in Knowledge Base Construction	2015	VLDB	4.1945683e-05

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Overall Rank	Paper	Year	Venue	Pagerank
4,181	DivDB: A System for Diversifying Query Results	2011	VLDB	6.3789851e-05
5,658	Databases Unbound: Querying All of the World's Bytes with AI	2024	VLDB	5.385675e-05
10,155	DIVER: A Robust Text-to-SQL System with Dynamic Interactive Value Linking and Evidence Reasoning	2026	SIGMOD	4.1945683e-05
3,335	DeepJoin: Joinable Table Discovery with Pre-trained Language Models	2023	VLDB	7.2065006e-05
6,133	DIADEM: Thousands of Websites to a Single Database	2014	VLDB	5.1954702e-05
6,722	GeoDeepDive: Statistical Inference using Familiar Data-Processing Languages	2013	SIGMOD	4.9491521e-05
608	DeepDB: Learn from Data, not from Queries!	2020	VLDB	0.00019235898
3,635	A Deep Dive into Deep Learning Approaches for Text-to-SQL Systems	2021	SIGMOD	6.8981006e-05
11,722	Deeper: A Data Enrichment System Powered by Deep Web	2018	SIGMOD	4.1945683e-05
667	Incremental Knowledge Base Construction Using DeepDive	2015	VLDB	0.00018440557