Transformers, Deep Learning, Machine Learning, Editors Pick, Data Science.
Initially, embeddings are initialised as sequences of random numbers, and meaningful representations are learned during training. However, these embeddings have an inherent limitation: they do not take into account the context in which the token appears. There are two aspects to this. Depending on