There are differet methods to get the sentence vectors :
- Doc2Vec : you can train your dataset using Doc2Vec and then use the sentence vectors.
- Average of Word2Vec vectors : You can just take the average of all the word vectors in a sentence. This average vector will represent your sentence vector.
- Average of Word2Vec vectors with TF-IDF : this is one of the best approach which I will recommend. Just take the word vectors and multiply it with their TF-IDF scores. Just take the average and it will represent your sentence vector.