Recently, we have seen a surge of methods that claim to embed meaning from textual corpora. But is that possible? Can text really reveal meaning, and if so, can current NLP methods detect it? Can our methods, as they some times claim, understand? Perhaps the larger question is the following: can we bring meaning to words using only the information stored in text? This question is essential for any Artificial Intelligence (AI) system that uses text as a basis.