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Distinguishing Approximate Retrieval from Reasoning in LLMs

Do not confuse approximate retrieval with reasoning.
I used this scenario as a simple didactic example of physical understanding (or lack thereof).
Naturally, a pure text LLM will answer such questions correctly if the scenario, or a significantly similar one, is described in its

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