在本文中,作者提出了一种新的解码策略,即自我一致性(self-consistency),以取代思维链 prompt 中使用的 naive 贪婪解码。它首先对不同的推理路径进行抽样,而不是只采取贪婪的推理路径,然后通过对抽样的推理路径进行边际化处理,选择最一致的答案。自我一致性利用了这样一种直觉:一个复杂的推理问题通常会有多种不同的...
【202论文泛读】Self-Consistency Improves Chain of Thought Reasoning in Language Models 小z呀 凭君莫话封侯事, 一将功成万骨枯。2 人赞同了该文章 问题: 论文针对的是大型预训练语言模型在复杂推理任务上的表现问题。尽管语言模型在多种自然语言处理任务上取得了显著成功,但它们在展示推理能力方面往往被视为一...
1. Motivation# Chain-of-Thought(CoT)使Large Language Models(LLMs)在复杂的推理任务中取得了令人鼓舞的结果。 本文提出了一种新的解码策略——self-consistency,以取代贪婪解码。 self-consistency利用了一种直觉,即一个复杂的推理问题通常允许多种不同的思维方式推导出同一个正确答案。 2. Procedure# 首先从语言...
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Explore concepts like Self-Correct, Self-Refine, Self-Improve, Self-Contradict, Self-Play, and Self-Knowledge, alongside o1-like reasoning elevation🍓 and hallucination alleviation🍄. decoding self-improvement knowledge-distillation data-augmentation reasoning self-consistency preference-learning ...
[AAAI24] SelfPromer: Self-Prompt Dehazing Transformers with Depth-Consistency - supersupercong/SelfPromer
In the generalized version of the TBA the self-consistency principle is extended onto the phonon space of the model. The numerical examples show that this non-linear version of the TBA leads to the convergence of the results with respect to enlarging the phonon space of the model. 展开全部...
self-con·sis·ten·cy ˌself-kən-ˈsi-stən(t)-sē : the quality or state of being self-consistent Word History First Known Use circa 1652, in the meaning defined above Time Traveler The first known use of self-consistency was circa 1652 See more words from the...
2 方法(成对自一致性学习)Pair-Wise Self-Consistency Learning (PCL) 2.1 PCL 2.2 总损失函数 2.3 不一致图像生成器Inconsistency Image Generator (I2G) 3 实验设计和结果 关键词:特征图级别的区域不一致、伪造定位 CVPR 2021、原文链接、非官方代码 1 出发和创新点 本文的假设是deepfake的生成区域和伪造图像的...
又到了读论文的时间,内心有点疲惫。这几天还是在看CoT的文章,今天这篇是讲如何利用self-consistency(自我一致性)来改进大语言模型的思维链推理过程。什么是self-consistency呢,读完论文感觉可以这么解释,就是有个渣男/大语言模型,你问了他五次昨天晚上九点跟谁在一起/文章里问大语言模型一个问题多次,他三次说跟...