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What are some powerful prompting methods?

According to the context, one powerful prompting method is the Ask Me Anything Prompting (AMA) method, which involves collecting multiple effective, yet imperfect, prompts and aggregating them to lead to a high-quality prompting strategy. Another method mentioned is the chain-of-thought prompting, which is a general approach inspired by several prior directions such as prompting, natural language explanations, program synthesis/execution, numeric and logical reasoning, and intermediate language steps. Additionally, there are other prompting approaches mentioned in the related work section, such as input prompts optimized to allow a single large language model to better perform a variety of tasks and providing instructions that describe the task.

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