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The propensity of frontier agents to overclaim, a misrepresentation that can mislead the user, is quantified and results show that agents'final responses are not reliable accounts of their actions.
Grokking isn't just for group operations: it emerges in more general algebraic structures, revealing how mathematical structure shapes neural network generalization.
