Probabilistic Information

This paper is an attempt to bring together two ap- proaches to language analysis. The possible use of prob- abilistic information in principle-based grammars and parsers is considered, including discussion …...

The recently introduced online confidence-weighted (CW) learning algorithm for binary classification per- forms well on many binary NLP tasks. However, for multi-class problems CW learning updates and inference cannot be …...