Web Reference: May 24, 2022 · While these successes are often attributed to LLMs' ability for few-shot learning, we show that LLMs are decent zero-shot reasoners by simply adding "Let's think step by step" before each answer. Jul 31, 2025 · With the increasing scale of these language models, they turn out to emerge the ability to solve tasks other than language modeling (i.e., they are zero-shot problem solvers), and we call them large language models for distinction. Nov 28, 2022 · While these successes are often attributed to LLMs' ability for few-shot learning, we show that LLMs are decent zero-shot reasoners by simply adding "Let's think step by step" before each answer.
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Large Language Models Are Zero-Shot Problem Solvers—Just Like Modern Computers - [Tim Xiao]
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