Abstract-- Finding semantic text similarity (STS) between two pieces of text is a well-known problem in Natural Language Processing.Its applications are nearly in every field such as plagiarism detection, finding related user queries in customer services or finding similar questions in search engines or forums like Stack Overflow, Quora and Stack exchange.This paper uses Word2Vec and Sent2Vec models to facilitate the process of knowledge extraction from a given corpus.