For those triaging terabytes of text data to find the most significant documents to send for human translation (a scarce and valuable resource) and analysis, Boolean and keyword search leaves too many needles in the haystack.  This talk discusses the revolution in text analytics accelerated by the latest advances in Machine Learning within human language technologies.