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...
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. ...
总结:tree of thoughts (tot) 这篇工作就像是chain of thought 的扩展版本,利用大模型基于多路径探索以此得到最终答案。 摘要:首先这篇工作不涉及任何训练过程,是一个关于prompt engineering 的工作。其次它的核心思路是,在得到答案之前,探索中间步骤并且自我审视每一步的探索价值。那么它的主要工作就可以归总为: 1...
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...
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...
Code for implementing a Tree of thought based prompting method for the math data GSM8K. - ShreyPandit/Tree-of-thought-on-GSM8K
Large Language Models (LLMs) demonstrate remarkable emergent abilities across various tasks, yet fall short of complex reasoning and planning tasks. The tree-search-based reasoning methods address this by surpassing the capabilities of chain-of-thought prompting, encouraging exploration of intermediate ste...
摘要原文 Large language models (LLMs) typically employ sampling or beam search, accompanied by prompts such as Chain-of-Thought (CoT), to boost reasoning and decoding ability. Recent work like Tree-of-Thought (ToT) and Reasoning via Planning (RAP) aim to augment the reasoning capabilities of...
a我想有人拿错了这本字典 I thought some people took mistakenly this dictionary[translate] a卢如平 is a man! 卢如平是一个人![translate] a各地高度重视 Each place takes highly[translate] a我希望我能在将来成为一个作家 我希望我能在将来成为一个作家[translate] ...
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