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https://github.com/dair-ai/Prompt-Engineering-Guide
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91 lines
2.1 KiB
Plaintext
91 lines
2.1 KiB
Plaintext
# Prompting Techniques
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import {Cards, Card} from 'nextra-theme-docs'
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import { CardsIcon, OneIcon, WarningIcon, FilesIcon} from 'components/icons'
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Prompt Engineering helps to effectively design and improve prompts to get better results on different tasks with LLMs.
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While the previous basic examples were fun, in this section we cover more advanced prompting engineering techniques that allow us to achieve more complex tasks and improve reliability and performance of LLMs.
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<Cards>
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<Card
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icon={<FilesIcon />}
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title="Zero-Shot Prompting"
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href="/techniques/zeroshot"
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/>
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<Card
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icon={<FilesIcon />}
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title="Few-Shot Prompting"
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href="/techniques/fewshot"
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/>
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<Card
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icon={<FilesIcon />}
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title="Chain-of-Thought Prompting"
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href="/techniques/cot"
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/>
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<Card
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icon={<FilesIcon />}
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title="Self-Consistency"
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href="/techniques/consistency"
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/>
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<Card
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icon={<FilesIcon />}
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title="General Knowledge Prompting"
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href="/techniques/knowledge"
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/>
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<Card
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icon={<FilesIcon />}
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title="Prompt Chaining"
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href="/techniques/prompt_chaining"
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/>
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<Card
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icon={<FilesIcon />}
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title="Tree of Thoughts Prompting"
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href="/techniques/tot"
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/>
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<Card
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icon={<FilesIcon />}
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title="Retrieval Augmented Generation"
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href="/techniques/rag"
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/>
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<Card
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icon={<FilesIcon />}
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title="Automatic Reasoning and Tool-Use"
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href="/techniques/art"
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/>
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<Card
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icon={<FilesIcon />}
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title="Automatic Prompt Engineer"
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href="/techniques/ape"
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/>
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<Card
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icon={<FilesIcon />}
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title="Active-Prompt"
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href="/techniques/activeprompt"
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/>
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<Card
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icon={<FilesIcon />}
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title="Direct Stimulus Prompting"
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href="/techniques/dsp"
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/>
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<Card
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icon={<FilesIcon />}
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title="Program-Aided Language"
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href="/techniques/pal"
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/>
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<Card
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icon={<FilesIcon />}
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title="ReAct"
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href="/techniques/react"
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/>
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<Card
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icon={<FilesIcon />}
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title="Multimodal CoT"
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href="/techniques/multimodalcot"
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/>
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<Card
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icon={<FilesIcon />}
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title="Graph Prompting"
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href="/techniques/graph"
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/>
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</Cards> |