sentence1: we initialize the vectors corresponding to words in our input layer with 100-dimensional vectors generated by a word2vec model trained on over one million words from the pubmed central article repository .
sentence2: we use the 100-dimensional pre-trained word embeddings trained by word2vec 2 and the 100-dimensional randomly initialized pos tag embeddings .