The effectiveness of self-consistency versus chain of thought prompting or other techniques depends on the specific problem at hand. The choice of prompting strategy should align with the nature of the task, considering factors such as manipulating symbols, performing arithmetic, or writing poetry. It is crucial to first determine the underlying reasoning structure required for the task before selecting a prompting technique, which may involve a combination of different methods.

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