TextRank

• Based on Google's PageRank Algorithm
• Graph-based Ranking Statistical Model
• Each Node is a Sentence
• Ranking Sentences with Underlying Assumption that Summary Sentences are Similar to most other Sentences

pyTextRank

• Python Implementation of TextRank
• Slight Improvements to TextRank
  • Lemmatization instead of Stemming
• NLP Combinations
  • All NLP
  • Stop words Removal Only
  • Lemmatization Only
  • No NLP
• Link to pyTextRank's GitHub

Running the Model

Other Resources & Dependencies

TextRank4ZH

• Chinese Python Implementation of TextRank
• NLP Combinations
  • No NLP
  • Stop words Removal Only
• Link to TextRank4ZH's GitHub

Running the Model

Other Resources & Dependencies