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...
--n_generate_sample: number of times to prompt for thought generation --n_evaluate_sample: number of times to prompt for state evaluation --n_select_sample: number of states to keep from each step (i.e.bin the paper's ToT + BFS algorithm) ...
To surmount these challenges, we introduce a new framework for language model inference, Tree of Thoughts (ToT), which generalizes over the popular Chain of Thought approach to prompting language models, and enables exploration over coherent units of text (thoughts) that serve as intermediate steps...
As a child, I just kind of thought of Thanksgiving as an ugly stepsister to Christmas. It didn’t have all the flash and fun of Christmas. Now that I’m old it’s really grown on me. It has a beauty all of its own. Maybe that’s because I’m a responsible adult now in charge...
Aogiri Tree exists to create a good world for us ghouls, a world in which ghouls can live openly and freely. Our enemy are the Doves of the CCG. However, eradicating the warped root that lurks behind all of this is my true aim.Eto Yoshimura The Aogiri Tr
Code for implementing a Tree of thought based prompting method for the math data GSM8K. - ShreyPandit/Tree-of-thought-on-GSM8K
Recent works like Tree-of-Thought (ToT) and Reasoning via Planning (RAP) aim to augment the reasoning capabilities of LLMs by using tree-search algorithms to guide multi-step reasoning. These methods rely on prompting a pre-trained model to serve as a value function and focus on problems wi...
and flashlight bulbs. Some are modeled after pictures of European churches, but the child who can build a multi-storied nativity is thought very clever. On the wall of the compound behind the nativity is painted a white panel on which are affixed pictures of the Holy Family, crosses, hearts...
技术2 CoT prompting 当然,在我们遇到$x$到$y$的映射是非常难的问题时,比如说数学推理问题。就需要去把问题分解为一个一个中间步骤,这种类似人类的思维过程被创新性的提出,并在LMs里成功应用。这些中间步骤 z_1,\cdots,z_n ,被称为思维链。要注意的是,每一个thought都是建立在前面思维的基础上的,也就是...