Across many business and practical use cases, we might want to automatically generate short, abbreviated versions of some long text. It turns out you can apply advances in modern (BERT based) neural networks in solving this task! In this issue, we will start with an overview extractive and abstractive summarization and how to implement extractive summarization with BERT.