先讲一下具体缩写的意思
COT-chain of thoughts
COT-SC (Self-consistency)
Tree of thoughts:Deliberate problem solving with LLM
我理解其实不复杂
1. 最简单的是:直接大白话问一次 (IO)
2. 进阶一点是:思维链,让一步步思考(CoT)
3. 再进一步是:思维链问多次,出结果后选举——少数服从多数(CoT-SC)
4. 思维树=思维链问多次+链里每一步的逐步选举(ToT)
TOT论文中文解读:
(309条消息) Tree of Thoughts: Deliberate Problem Solving with Large Language Models翻译_nopSled的博客-CSDN博客
Github链接:
princeton-nlp/tree-of-thought-llm: Official Implementation of "Tree of Thoughts: Deliberate Problem Solving with Large Language Models" (github.com)
论文原文:
[2305.10601] Tree of Thoughts: Deliberate Problem Solving with Large Language Models (arxiv.org)
REACT
Reference
GPT-4使用Tree of Thoughts框架,在解决复杂问题方面的能力提升了900%。_哔哩哔哩_bilibili