Conclusions
Proposed Bigram model and PHMM
model
Generic in the forms
Systematic parameter estimation by EM
algorithm
These two models can be applied to other
applications using surface text patterns
Soft patterns have been applied to information
extraction (Xiao et al., 2004)
PHMM is more flexible in dealing with gaps,
but requires more training data to converge