Recently proposed dictionary-based text normalization systems perform dictionary look-up and always normalize the same OOV word to the same IV word regardless of the context of the input text (Han et al., 2012;Hassan and Menezes, 2013).
our motivation behind introducing the λ and β parameters was to investigate the importance   of the minor features compared to our major features (described in Sections 3.3 and 3.4).