#72 · Primary category： Prompt Engineering Tools
auto-cot
Official implementation for "Automatic Chain of Thought Prompting in Large Language Models" (stay tuned & more will be updated)
Project last updated：03/13/24
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2.0K
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192
Contributors
5
License
Apache-2.0
Why we included this project
Hand-writing chain-of-thought prompts is tedious, and Auto-CoT is the official code behind an ICLR 2023 paper that automates most of it. Given a dataset, it runs zero-shot reasoning queries to produce exemplars, then clusters them and picks a diverse subset to assemble a few-shot prompt, so you skip the manual demonstration design. The repo includes scripts to build demos and run inference plus a Colab notebook for quick experiments, and the codebase is small enough to read through and adapt. It targets GPT-3-class models on reasoning tasks like arithmetic and commonsense QA, which makes it a practical reference for teams prototyping those kinds of prompts. Keep in mind it is a research implementation, not a maintained service, so treat it as a starting point rather than a drop-in dependency.
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