Previous work has shown that such analysis can be more difficult than topic-based analysis (Pang and Lee, 2008), and we have the additional challenge that comments are typically much shorter than full-length articles.
the difficulty in analyzing the textual information in comments can be alleviated by additional contextual information such as author identities.