Sequence classification is essential for domains from medical diagnosis to online advertising. In these settings, data are typically proprietary, and annotations expensive acquire. Often times, so few available that training a robust model scratch impractical. Recently, knowledge amalgamation (KA) has emerged as promising strategy models without this hard-to-come-by labeled dataset. To achieve ...