In the origi-nal SEAL, the Extractor requires the longest common contexts to bracket at least one instance of every seed per web page.
snow et al (snow et al., 2006) use known hypernym/hyponym pairs to generate training data for a machine-learning system, which then learns many lexico-syntactic patterns.