A method and a system for summarization of short comments are provided. The system comprises a memory to store a plurality of comments. Each of the plurality of comments including an overall rating and at least one phrase. The system also includes one or more processors to implement an aspect module to identify a head term based on a portion of the plurality of comments and to map the portion of the plurality of comments to an aspect corresponding to an attribute of an entity. The one or more processor also implement an extraction module to extract, from the portion of the plurality of comments, a representative phrase corresponding to the aspect.
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