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From Information to Knowledge: Harvesting Entities and Relationships from Web Sources

Summary: Tutorial surveying methods to automatically harvest entities, classes, relations and temporal contexts from semi-structured and natural-language Web sources (e.g., Wikipedia, DBpedia, YAGO) into high-precision, high-recall knowledge bases. Discusses extraction/integration pipelines, maintenance, evaluation, and open research challenges. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
1508
Venue
PODS
Year
2010
Pagerank
5.3854745e-05
Overall Rank
5,662 | 60.65%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 3 of 3 citing papers.

Rank Citing Paper Year Venue Pagerank
668 Incremental Knowledge Base Construction Using DeepDive 2015 VLDB 0.00018428925
6,995 An Efficient Publish/Subscribe Index for E-Commerce Databases 2014 VLDB 4.8633927e-05
12,052 Knowledge Harvesting in the Big-Data Era 2013 SIGMOD 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 24 of 24 cited papers.

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

Rank Cited Paper Year Venue Pagerank
108 WebTables: Exploring the Power of Tables on the Web 2008 VLDB 0.00048345996
289 Declarative Information Extraction Using Datalog with Embedded Extraction Predicates 2007 VLDB 0.00028865317
321 Record Linkage: Similarity Measures and Algorithms 2006 SIGMOD 0.00027524716
519 Data Integration for the Relational Web 2009 VLDB 0.00021148006
534 RoadRunner: Towards Automatic Data Extraction from Large Web Sites 2001 VLDB 0.00020739037
586 Extracting Structured Data from Web Pages 2003 SIGMOD 0.0001963091
718 Data Integration with Uncertainty 2007 VLDB 0.00017558942
759 To Search or to Crawl? Towards a Query Optimizer for Text-Centric Tasks 2006 SIGMOD 0.00017041917
1,094 The Lixto Data Extraction Project - Back and Forth between Theory and Practice 2004 PODS 0.00014105105
1,140 EntityRank: Searching Entities Directly and Holistically 2007 VLDB 0.00013709412
1,212 RDF-3X: a RISC-style Engine for RDF 2008 VLDB 0.00013255692
1,251 Principles of Dataspace Systems 2006 PODS 0.0001302453
1,316 Harvesting Relational Tables from Lists on the Web 2009 VLDB 0.00012616422
1,716 Building Structured Web Community Portals: A Top-Down, Compositional, and Incremental Approach 2007 VLDB 0.00010772386
1,954 Leveraging Data and Structure in Ontology Integration 2007 SIGMOD 9.9662731e-05
1,982 Snowball: A Prototype System for Extracting Relations from Large Text Collections 2001 SIGMOD 9.8709804e-05
2,071 DBLife: A Community Information Management Platform for the Database Research Community 2007 CIDR 9.6311384e-05
2,704 Visual Web Information Extraction with Lixto* 2001 VLDB 8.2680535e-05
2,760 A Relational Approach to Incrementally Extracting and Querying Structure in Unstructured Data 2007 VLDB 8.1640002e-05
3,935 Extracting and Querying a Comprehensive Web Database 2009 CIDR 6.6130211e-05
3,987 A First Tutorial on Dataspaces 2008 VLDB 6.5563129e-05
4,156 Uncertainty Management in Rule-Based Information Extraction Systems 2009 SIGMOD 6.3947765e-05
4,956 Mining Document Collections to Facilitate Accurate Approximate Entity Matching 2009 VLDB 5.8044716e-05
9,634 Optimizing Complex Extraction Programs over Evolving Text Data 2009 SIGMOD 4.3076859e-05
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