
To address this problem, we proposed a hybrid of rule-based and machine learning models. It not only results in incorrect extraction but also blocks the other syntactic rule, which has resulted in precise extraction. When syntactic rule produces unexpected chunks: The particular syntactic rule was not expected to parse this sentence. To answer this, we designed the section - “ Read what people are talking about” We wanted to devise a way to make this decision making process faster.

As the number of reviews is not limited and each one mentions a different viewpoint, grasping the overall sense of these viewpoints from hundreds of reviews is cumbersome and time-consuming. In a restaurant review, users share their experience about several aspects of the visit - food, ambience, service, etc. How did we obtain relevant content for each restaurant? ”, have a neutral sentiment in a general sense, but in the restaurants or dining domain, they become contextually positive/negative sentiments.Ģ. However, certain mentions like “ long waiting time. Remarks like “ courteous staff ” or “ mouth watering food ” are positive sentiments, while “ pathetic service ” is negative. Apart from various other use cases, it was also used for building a classifier to measure and classify the contextual sentiment for the extracted key topics. Scikit-learn made it possible to implement feature engineering through the wide range of algorithms it provides.
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