Deep-learning-free Text and Sentence Embedding, Part 1 Word embeddings (see my old post1 and post2) capture the idea that one can express “meaning” of words using a vector, so that the cosine of the angle between the vectors captures semantic similarity. (“Cosine similarity” property.) Sentence embeddings and text embeddings try to achieve something similar: use a fixed-dimensional vector to repre