Chain-of-Thought Prompting RSS

AI, AI Models, Chain-of-Thought Prompting, Tree of Thoughts -

LLMs as Tool Makers [LATM] - GPT-4 *UPGRADES* lower AI Model

LLMs as Tool Makers [LATM] - GPT-4 *UPGRADES* lower AI Model

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Artificial Cognition, Chain-of-Thought Prompting, MLLM -

Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

We explore how generating a chain of thought -- a series of intermediate reasoning steps -- significantly improves the ability of large language models to perform complex reasoning. In particular, we show how such reasoning abilities emerge naturally in sufficiently large language models via a simple method called chain of thought prompting, where a few chain of thought demonstrations are provided as exemplars in prompting. Experiments on three large language models show that chain of thought prompting improves performance on a range of arithmetic, commonsense, and symbolic reasoning tasks. The empirical gains can be striking. For instance, prompting a 540B-parameter...

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