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The Slogan Strikes Again
One of the slogans heard quite frequently in Information Theory educated circles is: Compression is Intelligence. You aren't supposed to take this too literally. The point is that it is a useful intuition about why (for example) we might expect large machine learning models to possess something that looks to us like in