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JPMC published a paper in 2021 highlighting their approach to Entity Linking. It's the task of assigning a unique identity to ambiguous mentions of named entities in a text. This article summarizes the problem statement, solution, and other key technical components of the paper. The idea is to capture both Semantic distance(the distance of the mention or entity composition) and distance (the composition of the name composition) of the names and distance between the names are calculated by step 1: Obtaintaindings for Entions and embeddings.