This contains the comparison between two similarity calculating methods: cosine similarity and soft cosine similarity.

The dataset used to build word2vec model are:

1. numberbatch-en.txt
2. GoogleNews-vectors-negative300.bin
3. glove-wiki-gigaword-100 These data can be downloaded from here: https://github.com/RaRe-Technologies/gensim-data

Requirements: pandas, nltk, numpy, sklearn, gensim