An extensive evaluation has been conducted to find out how well it is performing using special dataset that includes diversified writing styles. The extraction process is performed in two tasks, search for pre-collected Key Expressions and verify the findings using pre-built General Key Phrases. A semi-extractive approach for precisely extracting research objective from the research abstract is proposed. The main challenge is to deal with the highly multiplicity of authors' writing style used in forming the objective sentences. Therefore, an automatic system able to extract the research objectives that recap the meaning and the definition of research from the article published is needed. It has become very difficult for researchers to analyze huge amount of published research papers and draw conclusions. The volume of academic literature published in the scientific journals, books and conference proceedings is increasing rapidly. The task of literature review is an important for all research areas.
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