We briefly defined and introduced
Direct opinions: document, sentence and feature level
Comparative opinions: different types of comparisons
Opinion spam detection: fake reviews.
There are already many applications.
Technical challenges are still huge.
Accuracy of all tasks is still a major issue
But I am optimistic. Accurate solutions will be out in the next few years. Maybe it already there.
A lot of unknown methods from industry.