Michael Figueroa(Toptal资讯安全服务资深策略总监,生成式 AI 网络安全专家)在解释提示工程时,指出提示工程并不是从模型的输出中提取或简化信息,而是试图深入理解“语言模型”如何与特定的“语言提示”相关联。 换句话说,关注的是如何通过下指令(prompting)更好地与模型进行交互,使其理解和响应,而不仅仅是从模型的回答...
在信息爆炸的时代,如何有效地组织和梳理思维成为了一个重要的能力。树状思维提示(Tree of Thought Prompting)是一种结构化的思维工具,它通过构建类似于树枝分叉的思考模式,帮助人们更清晰地理解和探索一个主题。本文将介绍树状思维提示的概念、工作原理、优缺点以及应用场景。 1. 树状思维提示的工作原理 树状思维提示的...
and Mini Crosswords. In all cases, ToT significantly boosts the problem-solving performances of GPT-4 over standard prompting baselines. For example, in Game of 24 the success rate increased from 4% with chain-of-thought prompting to 74% with ToT. ...
Code for implementing a Tree of thought based prompting method for the math data GSM8K. - ShreyPandit/Tree-of-thought-on-GSM8K
By explicitly prompting the model to question its initial conclusions, we encourage it to re-express and refine its thought process. This self-critical mechanism leverages the model's capacity to detect inconsistencies or mistakes in its own output, leading to more accurate and reliable problem-...