Phrase Sense Disambiguation for NLP using PhraseBase

A Hadoop MapReduce java implementation for disambiguating entities from simple English sentences using a phrasal knowledge base.

Requirements

• Download datasets from https://www.kaggle.com/rushabhmishra/phrasebase
• Stanford CoreNLP 2018-2-27
• Hadoop 3.0

Steps

• Clone the repository

• Run in terminal hadoop com.sun.tools.javac.Main PhraseBase.java

• Run jar cf PhraseBase.jar PhraseBase*.class

• Create input.txt and write any simple sentence that has

  • subject
  • verb phrase
  • object

  eg. Sachin Tendulkar was born in Mumbai.

  You can provide multiple sentences in the input file but be sure to write each sentence on a different line and end them with a period (.)

• Run hadoop jar PhraseBase.jar PhraseBase input.txt
  For more detailed theory and documentation about the project read the attached PDF