BriefGPT.xyz
Oct, 2023
大型语言模型作为类比推理者
Large Language Models as Analogical Reasoners
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Michihiro Yasunaga, Xinyun Chen, Yujia Li, Panupong Pasupat, Jure Leskovec...
TL;DR
通过模拟推理为大型语言模型自动生成相关样本或知识的新提示方法在各种推理任务中表现优于零示范的链式思考提示和人工少量示范的链式思考,包括GSM8K和MATH中的数学问题解决、Codeforces中的代码生成和BIG-Bench中的其他推理任务。
Abstract
Chain-of-thought (CoT) prompting for
language models
demonstrates impressive performance across
reasoning tasks
, but typically needs labeled exemplars of the reasoning process. In this work, we introduce a new pr
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