Reasoning and thought is an emergent behavior from a complex enough system that has been tasked with simulating reason and thought. Nerve cells simulate external behaviors in order to potentiate external interactions that drive towards a goal, at every level. Language captures and communicates those behavioral chains. 'go to the store and get me a box of chocolates'. Think of every step, including implied steps, in that sentence. In order to simulate that meaning, you have to simulate a 'human'. Like making a fighter jet game where the system has to create a real fighter jet and real explosions in order to understand how to predict the correct behavior of itself under input from a player. This scales with parameter size, quality and size of training corpus, and efficiency of algorithms.
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