paper: Chain-of-Thought Prompting Elicits Reasoning in Large Language Models https://arxiv.org/abs/2201.11903 https://learnprompting.org/docs/intermediate/chain_of_thought https://learnprompting.org/docs/intermediate/zero_shot_cot https://learnprompting.org/docs/advanced/thought_generation/introduction https://www.promptingguide.ai/techniques/cot https://learningprompt.wiki/zh-Hans/docs/chatGPT/tutorial-tips/tip-7-zero-shot-chain-of-thought https://learningprompt.wiki/zh-Hans/docs/chatGPT/tutorial-tips/tip-8-few-shot-chain-of-thought https://learnprompting.org/blog/guide-to-chain-of-thought-part-one * paper: A Theoretical Understanding of Chain-of-Thought: Coherent Reasoning and Error-Aware Demonstration * https://arxiv.org/abs/2410.16540 (2024/10) * https://x.com/omarsar0/status/1849139985712369907 * Advanced Prompt Engineering: Chain of Thought (CoT) (2024/12/23) * https://medium.com/towards-data-science/advanced-prompt-engineering-chain-of-thought-cot-8d8b090bf699 * https://github.com/ilsilfverskiold/Awesome-LLM-Resources-List?tab=readme-ov-file#cot-implementations * Research Papers on Chain-of-Thought Prompting * CoT Implementations * https://chatgpt.com/c/67b4a6a7-9b2c-8008-aa51-b63b6794d069 * g1 https://github.com/bklieger-groq/g1 ## Zero-shot https://learningprompt.wiki/zh-Hans/docs/chatGPT/tutorial-tips/tip-7-zero-shot-chain-of-thought ## few-shot https://learningprompt.wiki/zh-Hans/docs/chatGPT/tutorial-tips/tip-8-few-shot-chain-of-thought https://arxiv.org/abs/2201.11903 ## Automatic Chain of Thought * 手工寫推理步驟比 zero-shot CoT 表現好 * 但是手工寫太累了 * 這招則是先針對訓練集做 zero-shot CoT，然後把推理路徑拿來用 https://arxiv.org/abs/2210.03493 https://www.microsoft.com/en-us/research/blog/the-power-of-prompting/ 也用了這招 ## Active Prompt https://www.promptingguide.ai/zh/techniques/activeprompt