... normal-izing by the cumulative positive PMI mass in bothvectors. Finally, balAPinc is the geometric aver-age of APinc and LIN:balAPinc(u|=v) =APinc(u |= v) · LIN(u, v) To adapt balAPinc to ... ap-proximate the meaning of a word by a vector thatsummarizes its distribution in a corpus, for exam-ple by counting co-occurrences of the word with other words. Since semantically similar wordstend ... 2006. The Word- Space Model.Dissertation, Stockholm University.Helmut Schmid. 1995. Improvements in part-of-speech tagging with an application to German. In Proceedings of the EACL-SIGDAT Workshop,Dublin,...