Embodiments of the present invention provide systems and methods for processing comments provided to a live chat stream. By way of example, embodiments obviate or mitigate problems associated with conventional live chat streams by assessing semantic uniqueness of collections of comments in a live chat stream and then determining a final importance score for each collection based on its semantic-uniqueness and activity score. The display of each collection can then be controlled based on its final importance score.