Building Large Knowledge-Based Systems; Representation and Inference in the Cyc Project
Building Large Knowledge-Based Systems; Representation and Inference in the Cyc Project
Open Mind Common Sense: Knowledge Acquisition from the General Public
On the Move to Meaningful Internet Systems, 2002 - DOA/CoopIS/ODBASE 2002 Confederated International Conferences DOA, CoopIS and ODBASE 2002
Web-scale information extraction in knowitall: (preliminary results)
Proceedings of the 13th international conference on World Wide Web
Automatic acquisition of hyponyms from large text corpora
COLING '92 Proceedings of the 14th conference on Computational linguistics - Volume 2
Automatic construction of a hypernym-labeled noun hierarchy from text
ACL '99 Proceedings of the 37th annual meeting of the Association for Computational Linguistics on Computational Linguistics
Fine grained classification of named entities
COLING '02 Proceedings of the 19th international conference on Computational linguistics - Volume 1
Semantic taxonomy induction from heterogenous evidence
ACL-44 Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the Association for Computational Linguistics
Proceedings of the 16th international conference on World Wide Web
Yago: a core of semantic knowledge
Proceedings of the 16th international conference on World Wide Web
Freebase: a collaboratively created graph database for structuring human knowledge
Proceedings of the 2008 ACM SIGMOD international conference on Management of data
Word sense disambiguation: A survey
ACM Computing Surveys (CSUR)
Growing Fields of Interest - Using an Expand and Reduce Strategy for Domain Model Extraction
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Searching for common sense: populating Cyc™ from the web
AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 3
Deriving a large scale taxonomy from Wikipedia
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 2
Open information extraction from the web
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Locating complex named entities in web text
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
A probabilistic model of redundancy in information extraction
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
DBpedia: a nucleus for a web of open data
ISWC'07/ASWC'07 Proceedings of the 6th international The semantic web and 2nd Asian conference on Asian semantic web conference
Optimizing index for taxonomy keyword search
SIGMOD '12 Proceedings of the 2012 ACM SIGMOD International Conference on Management of Data
Managing and mining large graphs: systems and implementations
SIGMOD '12 Proceedings of the 2012 ACM SIGMOD International Conference on Management of Data
Short text conceptualization using a probabilistic knowledgebase
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Optimizing index for taxonomy keyword search
SIGMOD '12 Proceedings of the 2012 ACM SIGMOD International Conference on Management of Data
Managing and mining large graphs: systems and implementations
SIGMOD '12 Proceedings of the 2012 ACM SIGMOD International Conference on Management of Data
Efficient subgraph matching on billion node graphs
Proceedings of the VLDB Endowment
Automatic taxonomy construction from keywords
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
A system for extracting top-K lists from the web
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Discovering and exploring relations on the web
Proceedings of the VLDB Endowment
MOTIF-RE: motif-based hypernym/hyponym relation extraction from wikipedia links
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part V
Understanding tables on the web
ER'12 Proceedings of the 31st international conference on Conceptual Modeling
ER'12 Proceedings of the 31st international conference on Conceptual Modeling
Identifying users' topical tasks in web search
Proceedings of the sixth ACM international conference on Web search and data mining
Entity discovery and annotation in tables
Proceedings of the 16th International Conference on Extending Database Technology
Knowledge harvesting in the big-data era
Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data
Trinity: a distributed graph engine on a memory cloud
Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data
Linking named entities in Tweets with knowledge base via user interest modeling
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
DFT-extractor: a system to extract domain-specific faceted taxonomies from wikipedia
Proceedings of the 22nd international conference on World Wide Web companion
A distributed graph engine for web scale RDF data
Proceedings of the VLDB Endowment
Computing term similarity by large probabilistic isA knowledge
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Assessing sparse information extraction using semantic contexts
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Learning open-domain comparable entity graphs from user search queries
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
MetKB: enriching RDF knowledge bases with web entity-attribute tables
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
A human-machine method for web table understanding
WAIM'13 Proceedings of the 14th international conference on Web-Age Information Management
Scalable column concept determination for web tables using large knowledge bases
Proceedings of the VLDB Endowment
IBminer: a text mining tool for constructing and populating InfoBox databases and knowledge bases
Proceedings of the VLDB Endowment
Context-dependent conceptualization
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Acquisition of open-domain classes via intersective semantics
Proceedings of the 23rd international conference on World wide web
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Knowledge is indispensable to understanding. The ongoing information explosion highlights the need to enable machines to better understand electronic text in human language. Much work has been devoted to creating universal ontologies or taxonomies for this purpose. However, none of the existing ontologies has the needed depth and breadth for universal understanding. In this paper, we present a universal, probabilistic taxonomy that is more comprehensive than any existing ones. It contains 2.7 million concepts harnessed automatically from a corpus of 1.68 billion web pages. Unlike traditional taxonomies that treat knowledge as black and white, it uses probabilities to model inconsistent, ambiguous and uncertain information it contains. We present details of how the taxonomy is constructed, its probabilistic modeling, and its potential applications in text understanding.