Automatic Knowledge Base Construction using Probabilistic Extraction, Deductive Reasoning, and Human Feedback

Daisy Zhe Wang, Yang Chen, Sean Goldberg, Christan Grant, Kun Li
2012 North American Chapter of the Association for Computational Linguistics  
We envision an automatic knowledge base construction system consisting of three interrelated components. MADDEN is a knowledge extraction system applying statistical text analysis methods over database systems (DBMS) and massive parallel processing (MPP) frameworks; PROBKB performs probabilistic reasoning over the extracted knowledge to derive additional facts not existing in the original text corpus; CAMEL leverages human intelligence to reduce the uncertainty resulting from both the
more » ... n extraction and probabilistic reasoning processes.
dblp:conf/naacl/WangCGGL12 fatcat:4xndivfud5bz7ijgtqrha5qmjy