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U-shaped Performance: Emergent Abilities in Model Scaling

Additional response 1: Many emergent abilities also cannot be explained by these arguments. Consider the below plots which show a U-shaped phenomena: performance actually decreases for several model scales, until it suddenly spikes up again.

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