few-shot-arithmetic-accuracy-correlates-how-often-specific-numbersmechanismsingle paper
Few-shot arithmetic accuracy correlates with how often the specific numbers appear in pretraining data, evidence of memorization.
Capability: Digit-level arithmetic
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- Few-shot arithmetic accuracy correlates with how often the specific numbers appear in pretraining data, evidence of memorization.
Disagreeing is the most useful thing you can do here. Both sides of every contested claim in this catalog were assembled by the same person, which is its weakest point.
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- Multi-digit multiplication accuracy falls to near zero as problem size grows, and models rely on pattern matching rather than a learned algorithm.Digit-level arithmetic