¡Larguémonos (de aquí)! means "let's get out of here!", clear enough. It looks like larguemos + nos to me (Present Subjunctive of largar). Is there a rule about dropping s from emos in such a case? It looks quite natural, yet I can't find it.
Note, the question is about the removal of the S, which isn't the focus of the proposed duplicate.