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In script_v1.py
Download the pre-trained model from http://vectors.nlpl.eu/explore/embeddings/en/models/ use either English Wikipedia or English Gigaword model.
In Python script, English Wikipedia model is named as "model.txt" and English Gigaword is named as "giga_model.txt". The Glove 6B model is considered as the validation set http://nlp.stanford.edu/data/glove.6B.zip