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fowler.corpora

fowler.corpora is software to create vector space models for distributional semantics.

It is possible to instantiate a vector space from

  • Brown corpus
  • British National Corpus
  • ukWac and WaCkypedi

The weighting schemes include:

  • TF-IDF
  • NMF
  • PMI
  • PPMI
  • nIITF

The implemented experiments are:

  • Word similarity
    • SimLex-999
    • Men
  • Sentence similarity

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  • Python 99.1%
  • Other 0.9%