Question: What text-based features are used?
Answer: language-independent (e.g., punctuation marks, positive and negative emoticons, quotations, personal pronouns, tweet's length, named entities),  language-dependent relying on dedicated lexicons (e.g., negation, opinion lexicons, opposition words)