The flaw in this approach is that many words do not have a single vector representation. Consider "Time flies like an arrow, fruit flies like a banana". The wor

The flaw in this approach is that many words do not have a single vector representation. Consider "Time flies like an arrow, fruit flies like a banana". The word "flies" has 2 distinct meanings; but the representation in word2vec will be a single, hybrid vector which is neither here nor there. And often sarcasm relies on this dual meaning to make a point.