which are expressed in newsgroup posts, review sites, and elsewhere. As a result, the problem of ?opinion mining? has seen increasing attention over the past three years from [1], [2] and many others. This chapter focuses on product reviews, though we plan to extend our methods to a broader range of texts and opinions.