New word discovery is one of the basic tasks in natural language processing. Its main work is to mine existing corpora to identify new words. This chapter defines new word discovery and then details the rule-based, statistical model-based, and deep learning-based methods. It also gives the latest review on multilingual new word discovery and finally demonstrates two new word discovery experiments.