Neuro-Symbolic AI: The Future of Artificial Intelligence System

Based on the deep learning models, the current AI systems have fallen short on many fronts. What should be the road ahead? I have been rather pessimistic in my previous posts about the state of the current AI systems. The results of several studies on data-driven AI systems have been grim. While these systems can show unbelievable accuracy to prompts similar to the trained data, the response to prompts highly different from the training data has been wild.