Isn't it an overreach to make absolute statements from sentiment analysis? There are some bold claims in this article that can only stand if the authors corrected for anchoring, confirmation bias, and herd behaviour.
I also believe that people with bad experiences tend to review hotels more often than those with good experiences. That would bias the entire data set in one way or the other (obviously this has nothing to do with the quality of the tool being presented).