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@@ -215,12 +215,13 @@ <h3 class="title is-4">How does INSTINCT generate higher-quality instructions ac
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- <h3 class="title is-4">Instruction induction</h3>
+ <h3 class="title is-3">Instruction induction</h3>
  Our approach significantly outperforms APE and InstructZero on the task of instruction induction.
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@@ -265,7 +266,7 @@ <h2 class="subtitle has-text-centered"></h2>Table 1: Average test accuracy achie
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- <h3 class="title is-4">Improving instruction for summarization tasks</h3>
+ <h3 class="title is-3">Improving instruction for summarization tasks</h3>
  We demonstrate the capability of our INSTINCT for instruction optimization across a variety of tasks.
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@@ -286,7 +287,7 @@ <h2 class="subtitle has-text-centered"></h2>Table 2: Instruction optimization on
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- <h3 class="title is-4">Improving chain-of-thought prompts</h3>
+ <h3 class="title is-3">Improving chain-of-thought prompts</h3>
  We improve COT prompts on multiple arithmetic reasoning tasks.
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@@ -306,7 +307,7 @@ <h2 class="subtitle has-text-centered"></h2>Table 3: The best zero-shot CoT inst
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- <h3 class="title is-4">Further improvement with one-shot in-context learning</h3>
+ <h3 class="title is-3">Further improvement with one-shot in-context learning</h3>
  We see wider potential applications of our INSTINCT through its combination with in-context learning.
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