 This paper proposes a novel method using BERT architecture to estimate hand kinematics from surface electromyography, SEMG, signals. The method outperformed existing methods in both cross-subject and subject-specific evaluations. It also demonstrated better performance when more subjects were included in the test. This article was authored by Chuang Lin, Xinjiang Chen, Weiyugua, and others.