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Increasing vocabulary of pre-trained word embeddings

Can we extend the pre-trained word embeddings and increase the vocabulary?

1 Answer

Answer by MathWorks Support Team on 19 Jun 2019
 Accepted Answer

Yes. In order to add more words to the existing vocabulary given by 'fastTextWordEmbedding', you can try the following:
1. Obtain the wordEmbedding object for 'fastTextWordEmbedding'-
>> emb = fastTextWordEmbedding;
2. Obtain the vocabulary from the wordEmbedding object:
>> vocab = emb.Vocabulary;
3. Add more words to the string array, for example:
>> vocab(end+1) = 'Hi';
>> vocab(end+1) = 'Hello';
4. Write to a text file with UTF-8 encoding in either the word2vec or GloVe text embedding format, or a zip file containing a text file of this format. You can use fopen, fprintf and fclose for this step:
5. Use 'readWordEmbedding' to read this text file with additional words, to get a new word embedding object. The doc page for 'readWordEmbedding' would explain more about why the file needs to be in the above format.

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