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# The Influence of Artificial Intelligence on Information Retrieval: An In-Depth Evaluation ## Abstract The rapid evolution of technology has heralded a transformative era for numerous industries, with artificial intelligence (AI) leading the charge in reshaping information retrieval processes. This paper presents a thorough evaluation of the ways AI has influenced information retrieval. Our analysis scrutinizes AI techniques such as natural language processing, machine learning, and deep learning, particularly within the framework of information retrieval systems. Furthermore, we delve into the various challenges and opportunities that arise from incorporating AI into these systems. Our findings underscore the potential for AI to significantly enhance search accuracy, enrich user experiences, and provide tailored recommendations, all while acknowledging the ethical dilemmas and constraints that pertain to the use of AI in information retrieval. ## 1. Introduction ### 1.1 Background