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...
Chain of thought prompting: In contrast, this concept corresponds to the model's capacity to generate text in a linear, left-to-right fashion, where each subsequent token is directly influenced by the preceding tokens. This sequential progression reflects a simpler, more straightforward approach to ...
这句话强调了和语言模型建立关联的重要性,也是提示工程的精髓:如何更好地引导模型,使其提供我们想要的答案。 前两期我们聊过思维链(请参阅:思维链提示(Chain-of-Thought, COT Prompting)— 暖心和有感的服务;价值界定),今天我们介绍CoT的进阶版-思维树提示(ToT),什么是思维树提示?为什么说ToT是CoT的进阶版? ...
cff-version: 1.2.0 title: >- Using Tree-of-Thought Prompting to boost ChatGPT's reasoning message: >- If you use this software, please cite it using the metadata from this file. type: software authors: - given-names: Dave family-names: Hulbert orcid: 'https://orcid.org/0000-0003-023...
而本文就是提出了将LMs的推理能力扩展为树形(Tree-of-Thoughts, ToT),其中每一个thought就是树结构中的一个节点。而在树搜索的过程中,启发式(Heuristic)可以指导搜索策略,从而使算法沿着“最有希望”的路径搜索,本文提出了LMs的自评估方法(self-evaluation),作为启发式指导ToT的搜索。
Tree-of-Thought Prompting allows Large Language Models to self-correct errors, whilst gradually building up knowledge. ## Difficult questions for LLMs There's certain types of questions that Large Language Models (LLMs) find difficult to answer. Here's an example: Bob is in the living room...
novel tasks — Game of 24, Creative Writing, 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 ...
They are thought to preserve the forms and characteristics of ferns from days long past, and are therefore called “living fossils.” After the emergence of spermatophytes (seed-bearing plants) about 200 million years ago (in the ...
No matter how you want to label this band, everything Steven Wilson lays his hands on seems to have some magic in them. Take the collaboration with Opeth or with Israeli singer/songwriter Aviv Geffen (BLACKFIELD) for example. Great stuff! Who would have thought that as busy as he is Stev...
Now widely referred to as "The Twelve Days of Christmas," this was a time when spirits roamed the earth and were apt to cause mischief if certain precautions weren't taken. A number of the superstitions associated with this period concerned spinning. In England, for example, it was said ...