A Sentence Is Greater than the Sum of Its Words

In this article, I will present the topic of sentence embeddings. We will learn what sentence embeddings are and how they can be helpful. We will review some basic (and even naive) methods for creating sentence embeddings and also some recent advances in the field. We will end with an experiment I conducted on measuring document visualization quality when using different sentence embedding techniques. So without further ado, let's jump right in! Part 2. An Example Application Part 3. Some Basic Methods Part 4. SentenceBERT [1] -- The New Kid on the Block Part 5. SimCSE [2] -- Enter Unsupervised Sentence Embeddings Part 6. Experiment -- Measuring Document Visualization Quality -- Kaggle News Dataset [3] Embeddings in machine learning are vector representations of entities in the world, so sentence embeddings are simply vector representations of sentences.