The monitoring of user-generated content has become increasingly important as companies seek to mine large volumes of text-based brand conversations across today’s complex web of customer interaction channels. These include both direct feedback (web sites, surveys, emails, discussion boards) and indirect sources in social media (forums, review sites, blogs, Twitter, social networks, etc.).