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LLMs demonstrate symbol grounding problem, highlighting cognition's interdependence

The concept of "lower function mental activity" in cognition, encompassing perception and symbol creation, is interdependent with "higher function mental activity." This interconnectedness challenges the idea of separating these cognitive services, as all parts of cognition are essential for overall function. Without grounding in reality, often through personal experience, symbol systems can become internally consistent yet detached from the real world, a problem exemplified by current LLMs. AI

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IMPACT Highlights the potential for LLMs to become detached from reality due to the separation of perception and reasoning, suggesting a need for better grounding mechanisms.

RANK_REASON The item is an opinion piece discussing cognitive science and AI, without announcing a new model, product, or policy.

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  1. Mastodon — mastodon.social TIER_1 · [email protected] ·

    @ benlockwood One can think of “lower function mental activity” as being the basic services of cognition, such as perception and creating from that to symbols t

    @ benlockwood One can think of “lower function mental activity” as being the basic services of cognition, such as perception and creating from that to symbols that can be manipulated using “higher function mental activity.” The myth is real. All cognition is interdependent — rip …