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How does INSTINCT generate higher-quality instructions ac +


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Instruction induction

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Instruction induction

Our approach significantly outperforms APE and InstructZero on the task of instruction induction.

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Table 1: Average test accuracy achie

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Improving instruction for summarization tasks

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Improving instruction for summarization tasks

We demonstrate the capability of our INSTINCT for instruction optimization across a variety of tasks.

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Table 2: Instruction optimization on

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Improving chain-of-thought prompts

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Improving chain-of-thought prompts

We improve COT prompts on multiple arithmetic reasoning tasks.

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Table 3: The best zero-shot CoT inst

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Further improvement with one-shot in-context learning

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Further improvement with one-shot in-context learning

We see wider potential applications of our INSTINCT through its combination with in-context learning.