This article investigates the different Chinese translations of Entropy in Taiwan. More than fifty Chinese dictionaries and encyclopedias are collected and checked. The results show that there are eight different Chinese translations of entropy in those reference books, and most of them are misleading. This is a sign of disorder in the translation of terminology in Chinese reference books, and it deserves our attention.