The field of artificial intelligence (AI) has undergone significant transformations over the years, with various approaches and techniques emerging to tackle complex problems. Recently, the integration of neural networks and cognitive architectures has given rise to a new paradigm in AI, known as neuro-symbolic AI. In this article, we will explore the evolution of AI, the limitations of traditional approaches, and the benefits of neuro
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