Step-back prompting 25 Chain of Thought (CoT) 29 Self-consistency 32 Tree of Thoughts (ToT) 36 ReAct (reason & act) 37 Automatic Prompt Engineering 40 Code prompting 42 Prompts for writing code 42 accommodate. Output length restriction is especially important for some LLM prompting techniques, like ReAct, where the LLM will keep emitting useless tokens after the response you want. Be aware, generating (ToT) which is based on the paper ‘Large Language Model Guided Tree-of-Thought’.9 ReAct (reason & act) Reason and act (ReAct) [10]13 prompting is a paradigm for enabling LLMs to solve complex tasks using

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