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Word Sense Disambiguation using PPR & Similarity Measures

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Knowledge-Based-WSD

This is a project in which I implemented two algorithms that disambiguate words given a sentence. The two implemented algorithms are:

  • Personalised Pagerank as seen in this paper.
  • Rudimentary wordnet similarity measures between words in a sentence.

I have also implemented and included Senseval 2 & 3 tests for both of these implementations, with detailed F1 scores generated for both.

Dependencies

This project requires python3.x in order to run, here are some required modules:

  • nltk
  • numpy
  • scipy
  • sklearn

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Word Sense Disambiguation using PPR & Similarity Measures

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