With the development of artificial intelligence, natural language retrieval has gradually become a research focus in the field of information retrieval, and the text similarity calculation algorithm directly determines the quality of search. Based on the analysis of the existing research work, some corresponding similarity calculation algorithms are proposed in statistical information level and semantic level information, and a comprehensive calculation algorithm of similarity is proposed finally. The corresponding experiments verify the effectiveness of this comprehensive algorithm in natural language retrieval.