jayesh15 / customer-review-analyzer

Perform sentiment analysis and insights extraction from text reviews using Hugging Face Transformers. This Python script categorizes reviews as positive or negative, extracts key aspects with YAKE keyword extraction, and identifies potential issues. Easily customizable for specific needs, providing valuable insights into user opinions.
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enhancing keyword extraction and categorization #1

Closed Asifdotexe closed 1 week ago

Asifdotexe commented 1 month ago

Aim of the branch

To improve to accuracy but reducing the false positives and misclassification by the base Yake model.

Asifdotexe commented 4 weeks ago

The misclassification has been decreased comparatively, still there are cases where the algorithm misclassifies. One such case was for the keyword "heats up quickly"

We know that it is bad in context of tech such as smartphones, tablets, laptops etc. but the algorithm doesn't have the level of context about what we are reviewing, hence it misclassifies in cases like this.

Apart from this another thing to mention would be the runtime.