We are happy to announce that our research paper Enhancing Cross-lingual Semantic Annotations Using Deep Network Sentence Embeddings has won the Best Paper Award in the HEALTHINF 2021 (BIOSTEC) conference. In this paper we propose two new workflows using deep learning sentence encoders to tackle cross-lingual semantic annotation problem.