Stage 1): question clustering: partition questions of a given dataset into a few clusters.This works proposes Auto-CoT, which samples questions with diversity and generates reasoning chains to construct the demonstrations. To mitigate the effects of the mistakes, the diversity of demonstrations matter. This automatic process can still end up with mistakes in generated chains. (2022) (opens in a new tab) propose an approach to eliminate manual efforts by leveraging LLMs with "Let's think step by step" prompt to generate reasoning chains for demonstrations one by one. This manual effort could lead to suboptimal solutions. When applying chain-of-thought prompting with demonstrations, the process involves hand-crafting effective and diverse examples. This is particularly useful where you don't have too many examples to use in the prompt. It's impressive that this simple prompt is effective at this task.
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And because it's made by discord, add a server setting so it may or may not be used in certain channels. If you're using the built in Counter it first needs to be started. The Blerp Discord soundboard bot is getting a refresh with new features. Under the App Settings category, navigate to Voice and Video. I would love to see a soundboard implementation for the voice chat of discord.
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