├── .github └── FUNDING.yml ├── .gitignore ├── CITATION.cff ├── LICENSE.md ├── README.md ├── components ├── CodeBlock.tsx ├── ContentFileNames.tsx ├── PromptFiles.jsx ├── TabsComponent.tsx ├── button.tsx ├── check.tsx ├── copy-to-clipboard.tsx ├── copy.tsx ├── counters.module.css ├── counters.tsx ├── icons │ ├── arrow-right.svg │ ├── box.svg │ ├── brush.svg │ ├── cards.svg │ ├── chevron-right.svg │ ├── cloud.svg │ ├── code.svg │ ├── diagram.svg │ ├── dropper.svg │ ├── file.svg │ ├── files.svg │ ├── folder-tree.svg │ ├── formula.svg │ ├── gear.svg │ ├── globe.svg │ ├── id-card.svg │ ├── index.ts │ ├── lightning.svg │ ├── link.svg │ ├── markdown.svg │ ├── newsletter.svg │ ├── one.svg │ ├── picture.svg │ ├── rows.svg │ ├── stars.svg │ ├── switch.svg │ ├── table.svg │ ├── tailwind.svg │ ├── terminal.svg │ └── warning.svg ├── pre.tsx ├── screenshot │ └── index.jsx └── word-wrap.tsx ├── guides ├── README.md ├── prompts-advanced-usage.md ├── prompts-adversarial.md ├── prompts-applications.md ├── prompts-basic-usage.md ├── prompts-chatgpt.md ├── prompts-intro.md ├── prompts-miscellaneous.md └── prompts-reliability.md ├── img ├── APE.png ├── ART.png ├── ART2.png ├── TOT.png ├── TOT2.png ├── TOT3.png ├── active-prompt.png ├── agents │ ├── agent-framework.png │ ├── agentbench.png │ ├── autogen.png │ ├── chemcrow.png │ ├── hugginggpt.png │ └── task-decomposition.png ├── ape-zero-shot-cot.png ├── auto-cot.png ├── chatgpt-1.png ├── chatgpt-classic.png ├── claude │ ├── claude-benchmark.png │ └── claude-vision.png ├── code-generation │ └── chat-mode.png ├── cot.png ├── dan-1.png ├── dsp.jpeg ├── flan-1.png ├── flan-10.png ├── flan-11.png ├── flan-2.png ├── flan-3.png ├── flan-4.png ├── flan-5.png ├── flan-6.png ├── flan-7.png ├── flan-8.png ├── flan-9.png ├── gemini-advanced │ ├── chart-explanation.png │ ├── chart.png │ ├── html.png │ ├── interleaving.png │ ├── math.png │ ├── physical-reasoning.png │ └── prime.png ├── gemini │ ├── chart.png │ ├── chat-1.png │ ├── extract-table.png │ ├── galactica-2.png │ ├── galactica-chat.png │ ├── galactica.png │ ├── gemini-1.png │ ├── gemini-2.png │ ├── gemini-3.png │ ├── gemini-6.png │ ├── gemini-7.png │ ├── gemini-8.png │ ├── gemini-architecture.png │ ├── gemini-few-shot-2.png │ ├── gemini-few-shot.png │ ├── gemini-pro-results.png │ ├── gemini-result.png │ ├── gemini-retrieval.png │ ├── jax.png │ ├── kalamang.png │ ├── pe-guide.png │ ├── prompt-webqa-1.png │ └── prompt-webqa-2.png ├── gemma │ ├── benchmarks.png │ ├── capabilities.png │ ├── control-tokens.png │ ├── safety-2.png │ └── safety.png ├── gen-knowledge.png ├── gpt-simulator.jpeg ├── gpt4-1.png ├── gpt4-2.png ├── gpt4-3.png ├── gpt4-4.png ├── gpt4-5.png ├── gpt4-6.png ├── gpt4-7.png ├── gpt4-8.png ├── gpt4-game-simulator.png ├── grok │ ├── grok-math.png │ └── grok-reasoning.png ├── introduction.png ├── introduction │ └── sky.png ├── llama-1.png ├── llama3 │ ├── llama-400b.png │ ├── llama-instruct-performance.png │ └── llama3-pretrained-results.png ├── llms │ ├── trust-dimensions.png │ ├── trustllm.png │ └── truthfulness-leaderboard.png ├── mistral-7B-1.png ├── mistral-7B-2.png ├── mistral-l │ ├── ml-performance.png │ ├── performance-1.png │ ├── performance-2.png │ └── performance-3.png ├── mixtral │ ├── mixtral-8-cost.png │ ├── mixtral-8-maths.png │ ├── mixtral-8-reasoning.png │ ├── mixtral-benchmarks-1.png │ ├── mixtral-benchmarks-2.png │ ├── mixtral-benchmarks-3.png │ ├── mixtral-benchmarks-4.png │ ├── mixtral-benchmarks-5.png │ ├── mixtral-benchmarks-6.png │ ├── mixtral-benchmarks-7.png │ ├── mixtral-chatbot-arena.png │ └── mixtral-of-experts-layers.png ├── multimodal-cot.png ├── olmo │ ├── dolma-dataset.png │ ├── olmo-models.png │ └── olmo-results.png ├── pal.png ├── phi-2 │ ├── phi-2-benchmark.png │ ├── phi-2-correcting.png │ ├── phi-2-performance.png │ ├── phi-2-physics.png │ └── phi-2-safety.png ├── prompt_chaining │ └── prompt-chaining-1.png ├── rag.png ├── rag │ ├── rag-augmentation.png │ ├── rag-ecosystem.png │ ├── rag-evolution.png │ ├── rag-framework.png │ ├── rag-metrics.png │ ├── rag-optimization.png │ ├── rag-paradigms.png │ ├── rag-process.png │ ├── rag-taxonomy.png │ └── rag-vs-finetuning.png ├── react.png ├── react │ ├── alfworld.png │ └── table1.png ├── research │ ├── groq.png │ ├── guided-cot.png │ ├── haystack-performance.png │ ├── infini-attention.png │ ├── rag-faith.png │ ├── reasoning-tasks.png │ ├── reasoning-taxonomy.png │ ├── reasoning-techniques.png │ ├── reflexion-alfworld.png │ ├── reflexion-examples.png │ ├── reflexion-hotpotqa.png │ ├── reflexion-programming.png │ ├── reflexion.png │ ├── structured_outputs.png │ ├── thoughtsculpt.png │ └── tokenization.png ├── synthetic_diversity │ ├── textbooks_1.png │ └── textbooks_2.png ├── synthetic_rag │ ├── synthetic_rag_1.png │ ├── synthetic_rag_2.png │ ├── synthetic_rag_3.png │ └── synthetic_rag_4.png └── zero-cot.png ├── lecture └── Prompt-Engineering-Lecture-Elvis.pdf ├── middleware.js ├── next-env.d.ts ├── next.config.js ├── notebooks ├── pe-chatgpt-adversarial.ipynb ├── pe-chatgpt-intro.ipynb ├── pe-chatgpt-langchain.ipynb ├── pe-code-llama.ipynb ├── pe-function-calling.ipynb ├── pe-lecture.ipynb ├── pe-litellm-intro.ipynb ├── pe-mixtral-introduction.ipynb ├── pe-pal.ipynb ├── pe-rag.ipynb └── react.ipynb ├── package-lock.json ├── package.json ├── pages ├── _app.tsx ├── _meta.ca.json ├── _meta.de.json ├── _meta.en.json ├── _meta.es.json ├── _meta.fi.json ├── _meta.fr.json ├── _meta.it.json ├── _meta.jp.json ├── _meta.kr.json ├── _meta.pt.json ├── _meta.ru.json ├── _meta.tr.json ├── _meta.zh.json ├── about.ca.mdx ├── about.de.mdx ├── about.en.mdx ├── about.es.mdx ├── about.fi.mdx ├── about.fr.mdx ├── about.it.mdx ├── about.jp.mdx ├── about.kr.mdx ├── about.pt.mdx ├── about.ru.mdx ├── about.tr.mdx ├── about.zh.mdx ├── api │ ├── contentFiles.js │ └── promptsFiles.js ├── applications.ca.mdx ├── applications.de.mdx ├── applications.en.mdx ├── applications.es.mdx ├── applications.fi.mdx ├── applications.fr.mdx ├── applications.it.mdx ├── applications.jp.mdx ├── applications.kr.mdx ├── applications.pt.mdx ├── applications.ru.mdx ├── applications.tr.mdx ├── applications.zh.mdx ├── applications │ ├── _meta.ca.json │ ├── _meta.de.json │ ├── _meta.en.json │ ├── _meta.es.json │ ├── _meta.fi.json │ ├── _meta.fr.json │ ├── _meta.it.json │ ├── _meta.jp.json │ ├── _meta.kr.json │ ├── _meta.pt.json │ ├── _meta.ru.json │ ├── _meta.tr.json │ ├── _meta.zh.json │ ├── coding.ca.mdx │ ├── coding.de.mdx │ ├── coding.en.mdx │ ├── coding.es.mdx │ ├── coding.fi.mdx │ ├── coding.fr.mdx │ ├── coding.it.mdx │ ├── coding.jp.mdx │ ├── coding.kr.mdx │ ├── coding.pt.mdx │ ├── coding.ru.mdx │ ├── coding.tr.mdx │ ├── coding.zh.mdx │ ├── function_calling.ca.mdx │ ├── function_calling.de.mdx │ ├── function_calling.en.mdx │ ├── function_calling.es.mdx │ ├── function_calling.fi.mdx │ ├── function_calling.fr.mdx │ ├── function_calling.it.mdx │ ├── function_calling.jp.mdx │ ├── function_calling.kr.mdx │ ├── function_calling.pt.mdx │ ├── function_calling.ru.mdx │ ├── function_calling.tr.mdx │ ├── function_calling.zh.mdx │ ├── generating.ca.mdx │ ├── generating.de.mdx │ ├── generating.en.mdx │ ├── generating.es.mdx │ ├── generating.fi.mdx │ ├── generating.fr.mdx │ ├── generating.it.mdx │ ├── generating.jp.mdx │ ├── generating.kr.mdx │ ├── generating.pt.mdx │ ├── generating.ru.mdx │ ├── generating.tr.mdx │ ├── generating.zh.mdx │ ├── generating_textbooks.de.mdx │ ├── generating_textbooks.en.mdx │ ├── pf.ca.mdx │ ├── pf.de.mdx │ ├── pf.en.mdx │ ├── pf.es.mdx │ ├── pf.fi.mdx │ ├── pf.fr.mdx │ ├── pf.it.mdx │ ├── pf.jp.mdx │ ├── pf.kr.mdx │ ├── pf.pt.mdx │ ├── pf.ru.mdx │ ├── pf.tr.mdx │ ├── pf.zh.mdx │ ├── synthetic_rag.de.mdx │ ├── synthetic_rag.en.mdx │ ├── workplace_casestudy.ca.mdx │ ├── workplace_casestudy.de.mdx │ ├── workplace_casestudy.en.mdx │ ├── workplace_casestudy.es.mdx │ ├── workplace_casestudy.fi.mdx │ ├── workplace_casestudy.fr.mdx │ ├── workplace_casestudy.it.mdx │ ├── workplace_casestudy.jp.mdx │ ├── workplace_casestudy.kr.mdx │ ├── workplace_casestudy.pt.mdx │ ├── workplace_casestudy.ru.mdx │ ├── workplace_casestudy.tr.mdx │ └── workplace_casestudy.zh.mdx ├── course.ca.mdx ├── course.de.mdx ├── course.en.mdx ├── course.es.mdx ├── course.fi.mdx ├── course.fr.mdx ├── course.it.mdx ├── course.jp.mdx ├── course.kr.mdx ├── course.pt.mdx ├── course.ru.mdx ├── course.tr.mdx ├── course.zh.mdx ├── datasets.ca.mdx ├── datasets.de.mdx ├── datasets.en.mdx ├── datasets.es.mdx ├── datasets.fi.mdx ├── datasets.fr.mdx ├── datasets.it.mdx ├── datasets.jp.mdx ├── datasets.kr.mdx ├── datasets.pt.mdx ├── datasets.ru.mdx ├── datasets.tr.mdx ├── datasets.zh.mdx ├── index.ca.mdx ├── index.de.mdx ├── index.en.mdx ├── index.es.mdx ├── index.fi.mdx ├── index.fr.mdx ├── index.it.mdx ├── index.jp.mdx ├── index.kr.mdx ├── index.pt.mdx ├── index.ru.mdx ├── index.tr.mdx ├── index.zh.mdx ├── introduction.ca.mdx ├── introduction.de.mdx ├── introduction.en.mdx ├── introduction.es.mdx ├── introduction.fi.mdx ├── introduction.fr.mdx ├── introduction.it.mdx ├── introduction.jp.mdx ├── introduction.kr.mdx ├── introduction.pt.mdx ├── introduction.ru.mdx ├── introduction.tr.mdx ├── introduction.zh.mdx ├── introduction │ ├── _meta.ca.json │ ├── _meta.de.json │ ├── _meta.en.json │ ├── _meta.es.json │ ├── _meta.fi.json │ ├── _meta.fr.json │ ├── _meta.it.json │ ├── _meta.jp.json │ ├── _meta.kr.json │ ├── _meta.pt.json │ ├── _meta.ru.json │ ├── _meta.tr.json │ ├── _meta.zh.json │ ├── basics.ca.mdx │ ├── basics.de.mdx │ ├── basics.en.mdx │ ├── basics.es.mdx │ ├── basics.fi.mdx │ ├── basics.fr.mdx │ ├── basics.it.mdx │ ├── basics.jp.mdx │ ├── basics.kr.mdx │ ├── basics.pt.mdx │ ├── basics.ru.mdx │ ├── basics.tr.mdx │ ├── basics.zh.mdx │ ├── elements.ca.mdx │ ├── elements.de.mdx │ ├── elements.en.mdx │ ├── elements.es.mdx │ ├── elements.fi.mdx │ ├── elements.fr.mdx │ ├── elements.it.mdx │ ├── elements.jp.mdx │ ├── elements.kr.mdx │ ├── elements.pt.mdx │ ├── elements.ru.mdx │ ├── elements.tr.mdx │ ├── elements.zh.mdx │ ├── examples.ca.mdx │ ├── examples.de.mdx │ ├── examples.en.mdx │ ├── examples.es.mdx │ ├── examples.fi.mdx │ ├── examples.fr.mdx │ ├── examples.it.mdx │ ├── examples.jp.mdx │ ├── examples.kr.mdx │ ├── examples.pt.mdx │ ├── examples.ru.mdx │ ├── examples.tr.mdx │ ├── examples.zh.mdx │ ├── settings.ca.mdx │ ├── settings.de.mdx │ ├── settings.en.mdx │ ├── settings.es.mdx │ ├── settings.fi.mdx │ ├── settings.fr.mdx │ ├── settings.it.mdx │ ├── settings.jp.mdx │ ├── settings.kr.mdx │ ├── settings.pt.mdx │ ├── settings.ru.mdx │ ├── settings.tr.mdx │ ├── settings.zh.mdx │ ├── tips.ca.mdx │ ├── tips.de.mdx │ ├── tips.en.mdx │ ├── tips.es.mdx │ ├── tips.fi.mdx │ ├── tips.fr.mdx │ ├── tips.it.mdx │ ├── tips.jp.mdx │ ├── tips.kr.mdx │ ├── tips.pt.mdx │ ├── tips.ru.mdx │ ├── tips.tr.mdx │ └── tips.zh.mdx ├── models.ca.mdx ├── models.de.mdx ├── models.en.mdx ├── models.es.mdx ├── models.fi.mdx ├── models.fr.mdx ├── models.it.mdx ├── models.jp.mdx ├── models.kr.mdx ├── models.pt.mdx ├── models.tr.mdx ├── models.zh.mdx ├── models │ ├── _meta.ca.json │ ├── _meta.de.json │ ├── _meta.en.json │ ├── _meta.es.json │ ├── _meta.fi.json │ ├── _meta.fr.json │ ├── _meta.it.json │ ├── _meta.jp.json │ ├── _meta.kr.json │ ├── _meta.pt.json │ ├── _meta.ru.json │ ├── _meta.tr.json │ ├── _meta.zh.json │ ├── chatgpt.ca.mdx │ ├── chatgpt.de.mdx │ ├── chatgpt.en.mdx │ ├── chatgpt.es.mdx │ ├── chatgpt.fi.mdx │ ├── chatgpt.fr.mdx │ ├── chatgpt.it.mdx │ ├── chatgpt.jp.mdx │ ├── chatgpt.kr.mdx │ ├── chatgpt.pt.mdx │ ├── chatgpt.ru.mdx │ ├── chatgpt.tr.mdx │ ├── chatgpt.zh.mdx │ ├── claude-3.de.mdx │ ├── claude-3.en.mdx │ ├── code-llama.ca.mdx │ ├── code-llama.de.mdx │ ├── code-llama.en.mdx │ ├── code-llama.es.mdx │ ├── code-llama.fi.mdx │ ├── code-llama.fr.mdx │ ├── code-llama.it.mdx │ ├── code-llama.jp.mdx │ ├── code-llama.kr.mdx │ ├── code-llama.pt.mdx │ ├── code-llama.ru.mdx │ ├── code-llama.tr.mdx │ ├── code-llama.zh.mdx │ ├── collection.ca.mdx │ ├── collection.de.mdx │ ├── collection.en.mdx │ ├── collection.es.mdx │ ├── collection.fi.mdx │ ├── collection.fr.mdx │ ├── collection.it.mdx │ ├── collection.jp.mdx │ ├── collection.kr.mdx │ ├── collection.pt.mdx │ ├── collection.ru.mdx │ ├── collection.tr.mdx │ ├── collection.zh.mdx │ ├── flan.ca.mdx │ ├── flan.de.mdx │ ├── flan.en.mdx │ ├── flan.es.mdx │ ├── flan.fi.mdx │ ├── flan.fr.mdx │ ├── flan.it.mdx │ ├── flan.jp.mdx │ ├── flan.kr.mdx │ ├── flan.pt.mdx │ ├── flan.ru.mdx │ ├── flan.tr.mdx │ ├── flan.zh.mdx │ ├── gemini-advanced.ca.mdx │ ├── gemini-advanced.de.mdx │ ├── gemini-advanced.en.mdx │ ├── gemini-advanced.es.mdx │ ├── gemini-advanced.fi.mdx │ ├── gemini-advanced.fr.mdx │ ├── gemini-advanced.it.mdx │ ├── gemini-advanced.jp.mdx │ ├── gemini-advanced.kr.mdx │ ├── gemini-advanced.pt.mdx │ ├── gemini-advanced.ru.mdx │ ├── gemini-advanced.tr.mdx │ ├── gemini-advanced.zh.mdx │ ├── gemini-pro.ca.mdx │ ├── gemini-pro.de.mdx │ ├── gemini-pro.en.mdx │ ├── gemini-pro.es.mdx │ ├── gemini-pro.fi.mdx │ ├── gemini-pro.fr.mdx │ ├── gemini-pro.it.mdx │ ├── gemini-pro.jp.mdx │ ├── gemini-pro.kr.mdx │ ├── gemini-pro.pt.mdx │ ├── gemini-pro.ru.mdx │ ├── gemini-pro.tr.mdx │ ├── gemini-pro.zh.mdx │ ├── gemini.ca.mdx │ ├── gemini.de.mdx │ ├── gemini.en.mdx │ ├── gemini.es.mdx │ ├── gemini.fi.mdx │ ├── gemini.fr.mdx │ ├── gemini.it.mdx │ ├── gemini.jp.mdx │ ├── gemini.kr.mdx │ ├── gemini.pt.mdx │ ├── gemini.ru.mdx │ ├── gemini.tr.mdx │ ├── gemini.zh.mdx │ ├── gemma.de.mdx │ ├── gemma.en.mdx │ ├── gpt-4.ca.mdx │ ├── gpt-4.de.mdx │ ├── gpt-4.en.mdx │ ├── gpt-4.es.mdx │ ├── gpt-4.fi.mdx │ ├── gpt-4.fr.mdx │ ├── gpt-4.it.mdx │ ├── gpt-4.jp.mdx │ ├── gpt-4.kr.mdx │ ├── gpt-4.pt.mdx │ ├── gpt-4.ru.mdx │ ├── gpt-4.tr.mdx │ ├── gpt-4.zh.mdx │ ├── grok-1.de.mdx │ ├── grok-1.en.mdx │ ├── llama-3.de.mdx │ ├── llama-3.en.mdx │ ├── llama.ca.mdx │ ├── llama.de.mdx │ ├── llama.en.mdx │ ├── llama.es.mdx │ ├── llama.fi.mdx │ ├── llama.fr.mdx │ ├── llama.it.mdx │ ├── llama.jp.mdx │ ├── llama.kr.mdx │ ├── llama.pt.mdx │ ├── llama.ru.mdx │ ├── llama.tr.mdx │ ├── llama.zh.mdx │ ├── mistral-7b.ca.mdx │ ├── mistral-7b.de.mdx │ ├── mistral-7b.en.mdx │ ├── mistral-7b.es.mdx │ ├── mistral-7b.fi.mdx │ ├── mistral-7b.fr.mdx │ ├── mistral-7b.it.mdx │ ├── mistral-7b.jp.mdx │ ├── mistral-7b.kr.mdx │ ├── mistral-7b.pt.mdx │ ├── mistral-7b.ru.mdx │ ├── mistral-7b.tr.mdx │ ├── mistral-7b.zh.mdx │ ├── mistral-large.de.mdx │ ├── mistral-large.en.mdx │ ├── mixtral-8x22b.de.mdx │ ├── mixtral-8x22b.en.mdx │ ├── mixtral.ca.mdx │ ├── mixtral.de.mdx │ ├── mixtral.en.mdx │ ├── mixtral.es.mdx │ ├── mixtral.fi.mdx │ ├── mixtral.fr.mdx │ ├── mixtral.it.mdx │ ├── mixtral.jp.mdx │ ├── mixtral.kr.mdx │ ├── mixtral.pt.mdx │ ├── mixtral.ru.mdx │ ├── mixtral.tr.mdx │ ├── mixtral.zh.mdx │ ├── olmo.ca.mdx │ ├── olmo.de.mdx │ ├── olmo.en.mdx │ ├── olmo.es.mdx │ ├── olmo.fi.mdx │ ├── olmo.fr.mdx │ ├── olmo.it.mdx │ ├── olmo.jp.mdx │ ├── olmo.kr.mdx │ ├── olmo.pt.mdx │ ├── olmo.ru.mdx │ ├── olmo.tr.mdx │ ├── olmo.zh.mdx │ ├── phi-2.ca.mdx │ ├── phi-2.de.mdx │ ├── phi-2.en.mdx │ ├── phi-2.es.mdx │ ├── phi-2.fi.mdx │ ├── phi-2.fr.mdx │ ├── phi-2.it.mdx │ ├── phi-2.jp.mdx │ ├── phi-2.kr.mdx │ ├── phi-2.pt.mdx │ ├── phi-2.ru.mdx │ ├── phi-2.tr.mdx │ ├── phi-2.zh.mdx │ ├── sora.ca.mdx │ ├── sora.de.mdx │ ├── sora.en.mdx │ ├── sora.es.mdx │ ├── sora.fi.mdx │ ├── sora.fr.mdx │ ├── sora.it.mdx │ ├── sora.jp.mdx │ ├── sora.kr.mdx │ ├── sora.pt.mdx │ ├── sora.ru.mdx │ ├── sora.tr.mdx │ └── sora.zh.mdx ├── notebooks.ca.mdx ├── notebooks.de.mdx ├── notebooks.en.mdx ├── notebooks.es.mdx ├── notebooks.fi.mdx ├── notebooks.fr.mdx ├── notebooks.it.mdx ├── notebooks.jp.mdx ├── notebooks.kr.mdx ├── notebooks.pt.mdx ├── notebooks.ru.mdx ├── notebooks.tr.mdx ├── notebooks.zh.mdx ├── papers.ca.mdx ├── papers.de.mdx ├── papers.en.mdx ├── papers.es.mdx ├── papers.fi.mdx ├── papers.fr.mdx ├── papers.it.mdx ├── papers.jp.mdx ├── papers.kr.mdx ├── papers.pt.mdx ├── papers.ru.mdx ├── papers.tr.mdx ├── papers.zh.mdx ├── prompts.ca.mdx ├── prompts.de.mdx ├── prompts.en.mdx ├── prompts.es.mdx ├── prompts.fi.mdx ├── prompts.fr.mdx ├── prompts.it.mdx ├── prompts.jp.mdx ├── prompts.kr.mdx ├── prompts.pt.mdx ├── prompts.ru.mdx ├── prompts.tr.mdx ├── prompts.zh.mdx ├── prompts │ ├── _meta.ca.json │ ├── _meta.de.json │ ├── _meta.en.json │ ├── _meta.es.json │ ├── _meta.fi.json │ ├── _meta.fr.json │ ├── _meta.it.json │ ├── _meta.jp.json │ ├── _meta.kr.json │ ├── _meta.pt.json │ ├── _meta.ru.json │ ├── _meta.tr.json │ ├── _meta.zh.json │ ├── adversarial-prompting.de.mdx │ ├── adversarial-prompting.en.mdx │ ├── adversarial-prompting.jp.mdx │ ├── adversarial-prompting.zh.mdx │ ├── adversarial-prompting │ │ ├── _meta.de.json │ │ ├── _meta.en.json │ │ ├── _meta.zh.json │ │ ├── jailbreaking-llms.de.mdx │ │ ├── jailbreaking-llms.en.mdx │ │ ├── jailbreaking-llms.zh.mdx │ │ ├── prompt-injection.de.mdx │ │ ├── prompt-injection.en.mdx │ │ ├── prompt-injection.zh.mdx │ │ ├── prompt-leaking.de.mdx │ │ ├── prompt-leaking.en.mdx │ │ └── prompt-leaking.zh.mdx │ ├── classification.de.mdx │ ├── classification.en.mdx │ ├── classification.jp.mdx │ ├── classification.zh.mdx │ ├── classification │ │ ├── _meta.de.json │ │ ├── _meta.en.json │ │ ├── _meta.zh.json │ │ ├── sentiment-fewshot.de.mdx │ │ ├── sentiment-fewshot.en.mdx │ │ ├── sentiment-fewshot.zh.mdx │ │ ├── sentiment.de.mdx │ │ ├── sentiment.en.mdx │ │ └── sentiment.zh.mdx │ ├── coding.de.mdx │ ├── coding.en.mdx │ ├── coding.jp.mdx │ ├── coding.zh.mdx │ ├── coding │ │ ├── _meta.de.json │ │ ├── _meta.en.json │ │ ├── code-snippet.de.mdx │ │ ├── code-snippet.en.mdx │ │ ├── mysql-query.de.mdx │ │ ├── mysql-query.en.mdx │ │ ├── tikz.de.mdx │ │ └── tikz.en.mdx │ ├── creativity.de.mdx │ ├── creativity.en.mdx │ ├── creativity.jp.mdx │ ├── creativity.zh.mdx │ ├── creativity │ │ ├── _meta.de.json │ │ ├── _meta.en.json │ │ ├── infinite-primes.de.mdx │ │ ├── infinite-primes.en.mdx │ │ ├── interdisciplinary.de.mdx │ │ ├── interdisciplinary.en.mdx │ │ ├── new-words.de.mdx │ │ ├── new-words.en.mdx │ │ ├── rhymes.de.mdx │ │ └── rhymes.en.mdx │ ├── evaluation.de.mdx │ ├── evaluation.en.mdx │ ├── evaluation.jp.mdx │ ├── evaluation.zh.mdx │ ├── evaluation │ │ ├── _meta.de.json │ │ ├── _meta.en.json │ │ ├── plato-dialogue.de.mdx │ │ └── plato-dialogue.en.mdx │ ├── image-generation.de.mdx │ ├── image-generation.en.mdx │ ├── image-generation.jp.mdx │ ├── image-generation.zh.mdx │ ├── image-generation │ │ ├── _meta.de.json │ │ ├── _meta.en.json │ │ ├── alphabet-person.de.mdx │ │ └── alphabet-person.en.mdx │ ├── information-extraction.de.mdx │ ├── information-extraction.en.mdx │ ├── information-extraction.jp.mdx │ ├── information-extraction.zh.mdx │ ├── information-extraction │ │ ├── _meta.de.json │ │ ├── _meta.en.json │ │ ├── extract-models.de.mdx │ │ └── extract-models.en.mdx │ ├── mathematics.de.mdx │ ├── mathematics.en.mdx │ ├── mathematics.jp.mdx │ ├── mathematics.zh.mdx │ ├── mathematics │ │ ├── _meta.de.json │ │ ├── _meta.en.json │ │ ├── composite-functions.de.mdx │ │ ├── composite-functions.en.mdx │ │ ├── odd-numbers.de.mdx │ │ └── odd-numbers.en.mdx │ ├── question-answering.de.mdx │ ├── question-answering.en.mdx │ ├── question-answering.jp.mdx │ ├── question-answering.zh.mdx │ ├── question-answering │ │ ├── _meta.de.json │ │ ├── _meta.en.json │ │ ├── closed-domain.de.mdx │ │ ├── closed-domain.en.mdx │ │ ├── open-domain.de.mdx │ │ ├── open-domain.en.mdx │ │ ├── science-qa.de.mdx │ │ └── science-qa.en.mdx │ ├── reasoning.de.mdx │ ├── reasoning.en.mdx │ ├── reasoning.jp.mdx │ ├── reasoning.zh.mdx │ ├── reasoning │ │ ├── _meta.de.json │ │ ├── _meta.en.json │ │ ├── indirect-reasoning.de.mdx │ │ ├── indirect-reasoning.en.mdx │ │ ├── physical-reasoning.de.mdx │ │ └── physical-reasoning.en.mdx │ ├── text-summarization.de.mdx │ ├── text-summarization.en.mdx │ ├── text-summarization.jp.mdx │ ├── text-summarization.zh.mdx │ ├── text-summarization │ │ ├── _meta.de.json │ │ ├── _meta.en.json │ │ ├── explain-concept.de.mdx │ │ └── explain-concept.en.mdx │ ├── truthfulness.de.mdx │ ├── truthfulness.en.mdx │ ├── truthfulness.jp.mdx │ ├── truthfulness.zh.mdx │ └── truthfulness │ │ ├── _meta.de.json │ │ ├── _meta.en.json │ │ ├── identify-hallucination.de.mdx │ │ └── identify-hallucination.en.mdx ├── readings.ca.mdx ├── readings.de.mdx ├── readings.en.mdx ├── readings.es.mdx ├── readings.fi.mdx ├── readings.fr.mdx ├── readings.it.mdx ├── readings.jp.mdx ├── readings.kr.mdx ├── readings.pt.mdx ├── readings.ru.mdx ├── readings.tr.mdx ├── readings.zh.mdx ├── research.ca.mdx ├── research.de.mdx ├── research.en.mdx ├── research.es.mdx ├── research.fi.mdx ├── research.fr.mdx ├── research.it.mdx ├── research.jp.mdx ├── research.kr.mdx ├── research.pt.mdx ├── research.ru.mdx ├── research.tr.mdx ├── research.zh.mdx ├── research │ ├── _meta.ca.json │ ├── _meta.de.json │ ├── _meta.en.json │ ├── _meta.es.json │ ├── _meta.fi.json │ ├── _meta.fr.json │ ├── _meta.it.json │ ├── _meta.jp.json │ ├── _meta.kr.json │ ├── _meta.pt.json │ ├── _meta.ru.json │ ├── _meta.tr.json │ ├── _meta.zh.json │ ├── groq.de.mdx │ ├── groq.en.mdx │ ├── groq.zh.mdx │ ├── guided-cot.en.mdx │ ├── guided-cot.zh.mdx │ ├── infini-attention.de.mdx │ ├── infini-attention.en.mdx │ ├── infini-attention.zh.mdx │ ├── llm-agents.ca.mdx │ ├── llm-agents.de.mdx │ ├── llm-agents.en.mdx │ ├── llm-agents.es.mdx │ ├── llm-agents.fi.mdx │ ├── llm-agents.fr.mdx │ ├── llm-agents.it.mdx │ ├── llm-agents.jp.mdx │ ├── llm-agents.kr.mdx │ ├── llm-agents.pt.mdx │ ├── llm-agents.ru.mdx │ ├── llm-agents.tr.mdx │ ├── llm-agents.zh.mdx │ ├── llm-reasoning.de.mdx │ ├── llm-reasoning.en.mdx │ ├── llm-reasoning.zh.mdx │ ├── llm-recall.de.mdx │ ├── llm-recall.en.mdx │ ├── llm-recall.zh.mdx │ ├── llm-tokenization.de.mdx │ ├── llm-tokenization.en.mdx │ ├── llm-tokenization.zh.mdx │ ├── rag-faithfulness.de.mdx │ ├── rag-faithfulness.en.mdx │ ├── rag-faithfulness.zh.mdx │ ├── rag.ca.mdx │ ├── rag.de.mdx │ ├── rag.en.mdx │ ├── rag.es.mdx │ ├── rag.fi.mdx │ ├── rag.fr.mdx │ ├── rag.it.mdx │ ├── rag.jp.mdx │ ├── rag.kr.mdx │ ├── rag.pt.mdx │ ├── rag.ru.mdx │ ├── rag.tr.mdx │ ├── rag.zh.mdx │ ├── rag_hallucinations.en.mdx │ ├── rag_hallucinations.zh.mdx │ ├── synthetic_data.en.mdx │ ├── synthetic_data.zh.mdx │ ├── thoughtsculpt.de.mdx │ ├── thoughtsculpt.en.mdx │ ├── thoughtsculpt.zh.mdx │ ├── trustworthiness-in-llms.ca.mdx │ ├── trustworthiness-in-llms.de.mdx │ ├── trustworthiness-in-llms.en.mdx │ ├── trustworthiness-in-llms.es.mdx │ ├── trustworthiness-in-llms.fi.mdx │ ├── trustworthiness-in-llms.fr.mdx │ ├── trustworthiness-in-llms.it.mdx │ ├── trustworthiness-in-llms.jp.mdx │ ├── trustworthiness-in-llms.kr.mdx │ ├── trustworthiness-in-llms.pt.mdx │ ├── trustworthiness-in-llms.ru.mdx │ ├── trustworthiness-in-llms.tr.mdx │ └── trustworthiness-in-llms.zh.mdx ├── risks.ca.mdx ├── risks.de.mdx ├── risks.en.mdx ├── risks.es.mdx ├── risks.fi.mdx ├── risks.fr.mdx ├── risks.it.mdx ├── risks.jp.mdx ├── risks.kr.mdx ├── risks.pt.mdx ├── risks.ru.mdx ├── risks.tr.mdx ├── risks.zh.mdx ├── risks │ ├── _meta.ca.json │ ├── _meta.de.json │ ├── _meta.en.json │ ├── _meta.es.json │ ├── _meta.fi.json │ ├── _meta.fr.json │ ├── _meta.it.json │ ├── _meta.jp.json │ ├── _meta.kr.json │ ├── _meta.pt.json │ ├── _meta.ru.json │ ├── _meta.tr.json │ ├── _meta.zh.json │ ├── adversarial.ca.mdx │ ├── adversarial.de.mdx │ ├── adversarial.en.mdx │ ├── adversarial.es.mdx │ ├── adversarial.fi.mdx │ ├── adversarial.fr.mdx │ ├── adversarial.it.mdx │ ├── adversarial.jp.mdx │ ├── adversarial.kr.mdx │ ├── adversarial.pt.mdx │ ├── adversarial.ru.mdx │ ├── adversarial.tr.mdx │ ├── adversarial.zh.mdx │ ├── biases.ca.mdx │ ├── biases.de.mdx │ ├── biases.en.mdx │ ├── biases.es.mdx │ ├── biases.fi.mdx │ ├── biases.fr.mdx │ ├── biases.it.mdx │ ├── biases.jp.mdx │ ├── biases.kr.mdx │ ├── biases.pt.mdx │ ├── biases.ru.mdx │ ├── biases.tr.mdx │ ├── biases.zh.mdx │ ├── factuality.ca.mdx │ ├── factuality.de.mdx │ ├── factuality.en.mdx │ ├── factuality.es.mdx │ ├── factuality.fi.mdx │ ├── factuality.fr.mdx │ ├── factuality.it.mdx │ ├── factuality.jp.mdx │ ├── factuality.kr.mdx │ ├── factuality.pt.mdx │ ├── factuality.ru.mdx │ ├── factuality.tr.mdx │ └── factuality.zh.mdx ├── services.ca.mdx ├── services.de.mdx ├── services.en.mdx ├── services.es.mdx ├── services.fi.mdx ├── services.fr.mdx ├── services.it.mdx ├── services.jp.mdx ├── services.kr.mdx ├── services.pt.mdx ├── services.ru.mdx ├── services.tr.mdx ├── services.zh.mdx ├── style.css ├── techniques.ca.mdx ├── techniques.de.mdx ├── techniques.en.mdx ├── techniques.es.mdx ├── techniques.fi.mdx ├── techniques.fr.mdx ├── techniques.it.mdx ├── techniques.jp.mdx ├── techniques.kr.mdx ├── techniques.pt.mdx ├── techniques.ru.mdx ├── techniques.tr.mdx ├── techniques.zh.mdx ├── techniques │ ├── _meta.ca.json │ ├── _meta.de.json │ ├── _meta.en.json │ ├── _meta.es.json │ ├── _meta.fi.json │ ├── _meta.fr.json │ ├── _meta.it.json │ ├── _meta.jp.json │ ├── _meta.kr.json │ ├── _meta.pt.json │ ├── _meta.ru.json │ ├── _meta.tr.json │ ├── _meta.zh.json │ ├── activeprompt.ca.mdx │ ├── activeprompt.de.mdx │ ├── activeprompt.en.mdx │ ├── activeprompt.es.mdx │ ├── activeprompt.fi.mdx │ ├── activeprompt.fr.mdx │ ├── activeprompt.it.mdx │ ├── activeprompt.jp.mdx │ ├── activeprompt.kr.mdx │ ├── activeprompt.pt.mdx │ ├── activeprompt.ru.mdx │ ├── activeprompt.tr.mdx │ ├── activeprompt.zh.mdx │ ├── ape.ca.mdx │ ├── ape.de.mdx │ ├── ape.en.mdx │ ├── ape.es.mdx │ ├── ape.fi.mdx │ ├── ape.fr.mdx │ ├── ape.it.mdx │ ├── ape.jp.mdx │ ├── ape.kr.mdx │ ├── ape.pt.mdx │ ├── ape.ru.mdx │ ├── ape.tr.mdx │ ├── ape.zh.mdx │ ├── art.ca.mdx │ ├── art.de.mdx │ ├── art.en.mdx │ ├── art.es.mdx │ ├── art.fi.mdx │ ├── art.fr.mdx │ ├── art.it.mdx │ ├── art.jp.mdx │ ├── art.kr.mdx │ ├── art.pt.mdx │ ├── art.ru.mdx │ ├── art.tr.mdx │ ├── art.zh.mdx │ ├── consistency.ca.mdx │ ├── consistency.de.mdx │ ├── consistency.en.mdx │ ├── consistency.es.mdx │ ├── consistency.fi.mdx │ ├── consistency.fr.mdx │ ├── consistency.it.mdx │ ├── consistency.jp.mdx │ ├── consistency.kr.mdx │ ├── consistency.pt.mdx │ ├── consistency.ru.mdx │ ├── consistency.tr.mdx │ ├── consistency.zh.mdx │ ├── cot.ca.mdx │ ├── cot.de.mdx │ ├── cot.en.mdx │ ├── cot.es.mdx │ ├── cot.fi.mdx │ ├── cot.fr.mdx │ ├── cot.it.mdx │ ├── cot.jp.mdx │ ├── cot.kr.mdx │ ├── cot.pt.mdx │ ├── cot.ru.mdx │ ├── cot.tr.mdx │ ├── cot.zh.mdx │ ├── dsp.ca.mdx │ ├── dsp.de.mdx │ ├── dsp.en.mdx │ ├── dsp.es.mdx │ ├── dsp.fi.mdx │ ├── dsp.fr.mdx │ ├── dsp.it.mdx │ ├── dsp.jp.mdx │ ├── dsp.kr.mdx │ ├── dsp.pt.mdx │ ├── dsp.ru.mdx │ ├── dsp.tr.mdx │ ├── dsp.zh.mdx │ ├── fewshot.ca.mdx │ ├── fewshot.de.mdx │ ├── fewshot.en.mdx │ ├── fewshot.es.mdx │ ├── fewshot.fi.mdx │ ├── fewshot.fr.mdx │ ├── fewshot.it.mdx │ ├── fewshot.jp.mdx │ ├── fewshot.kr.mdx │ ├── fewshot.pt.mdx │ ├── fewshot.ru.mdx │ ├── fewshot.tr.mdx │ ├── fewshot.zh.mdx │ ├── graph.ca.mdx │ ├── graph.de.mdx │ ├── graph.en.mdx │ ├── graph.es.mdx │ ├── graph.fi.mdx │ ├── graph.fr.mdx │ ├── graph.it.mdx │ ├── graph.jp.mdx │ ├── graph.kr.mdx │ ├── graph.pt.mdx │ ├── graph.ru.mdx │ ├── graph.tr.mdx │ ├── graph.zh.mdx │ ├── knowledge.ca.mdx │ ├── knowledge.de.mdx │ ├── knowledge.en.mdx │ ├── knowledge.es.mdx │ ├── knowledge.fi.mdx │ ├── knowledge.fr.mdx │ ├── knowledge.it.mdx │ ├── knowledge.jp.mdx │ ├── knowledge.kr.mdx │ ├── knowledge.pt.mdx │ ├── knowledge.ru.mdx │ ├── knowledge.tr.mdx │ ├── knowledge.zh.mdx │ ├── multimodalcot.ca.mdx │ ├── multimodalcot.de.mdx │ ├── multimodalcot.en.mdx │ ├── multimodalcot.es.mdx │ ├── multimodalcot.fi.mdx │ ├── multimodalcot.fr.mdx │ ├── multimodalcot.it.mdx │ ├── multimodalcot.jp.mdx │ ├── multimodalcot.kr.mdx │ ├── multimodalcot.pt.mdx │ ├── multimodalcot.ru.mdx │ ├── multimodalcot.tr.mdx │ ├── multimodalcot.zh.mdx │ ├── pal.ca.mdx │ ├── pal.de.mdx │ ├── pal.en.mdx │ ├── pal.es.mdx │ ├── pal.fi.mdx │ ├── pal.fr.mdx │ ├── pal.it.mdx │ ├── pal.jp.mdx │ ├── pal.kr.mdx │ ├── pal.pt.mdx │ ├── pal.ru.mdx │ ├── pal.tr.mdx │ ├── pal.zh.mdx │ ├── prompt_chaining.ca.mdx │ ├── prompt_chaining.de.mdx │ ├── prompt_chaining.en.mdx │ ├── prompt_chaining.es.mdx │ ├── prompt_chaining.fi.mdx │ ├── prompt_chaining.fr.mdx │ ├── prompt_chaining.it.mdx │ ├── prompt_chaining.jp.mdx │ ├── prompt_chaining.kr.mdx │ ├── prompt_chaining.pt.mdx │ ├── prompt_chaining.ru.mdx │ ├── prompt_chaining.tr.mdx │ ├── prompt_chaining.zh.mdx │ ├── rag.ca.mdx │ ├── rag.de.mdx │ ├── rag.en.mdx │ ├── rag.es.mdx │ ├── rag.fi.mdx │ ├── rag.fr.mdx │ ├── rag.it.mdx │ ├── rag.jp.mdx │ ├── rag.kr.mdx │ ├── rag.pt.mdx │ ├── rag.ru.mdx │ ├── rag.tr.mdx │ ├── rag.zh.mdx │ ├── react.ca.mdx │ ├── react.de.mdx │ ├── react.en.mdx │ ├── react.es.mdx │ ├── react.fi.mdx │ ├── react.fr.mdx │ ├── react.it.mdx │ ├── react.jp.mdx │ ├── react.kr.mdx │ ├── react.pt.mdx │ ├── react.ru.mdx │ ├── react.tr.mdx │ ├── react.zh.mdx │ ├── reflexion.ca.mdx │ ├── reflexion.de.mdx │ ├── reflexion.en.mdx │ ├── reflexion.es.mdx │ ├── reflexion.fi.mdx │ ├── reflexion.fr.mdx │ ├── reflexion.it.mdx │ ├── reflexion.jp.mdx │ ├── reflexion.kr.mdx │ ├── reflexion.pt.mdx │ ├── reflexion.ru.mdx │ ├── reflexion.tr.mdx │ ├── reflexion.zh.mdx │ ├── tot.ca.mdx │ ├── tot.de.mdx │ ├── tot.en.mdx │ ├── tot.es.mdx │ ├── tot.fi.mdx │ ├── tot.fr.mdx │ ├── tot.it.mdx │ ├── tot.jp.mdx │ ├── tot.kr.mdx │ ├── tot.pt.mdx │ ├── tot.ru.mdx │ ├── tot.tr.mdx │ ├── tot.zh.mdx │ ├── zeroshot.ca.mdx │ ├── zeroshot.de.mdx │ ├── zeroshot.en.mdx │ ├── zeroshot.es.mdx │ ├── zeroshot.fi.mdx │ ├── zeroshot.fr.mdx │ ├── zeroshot.it.mdx │ ├── zeroshot.jp.mdx │ ├── zeroshot.kr.mdx │ ├── zeroshot.pt.mdx │ ├── zeroshot.ru.mdx │ ├── zeroshot.tr.mdx │ └── zeroshot.zh.mdx ├── tools.ca.mdx ├── tools.de.mdx ├── tools.en.mdx ├── tools.es.mdx ├── tools.fi.mdx ├── tools.fr.mdx ├── tools.it.mdx ├── tools.jp.mdx ├── tools.kr.mdx ├── tools.pt.mdx ├── tools.ru.mdx ├── tools.tr.mdx └── tools.zh.mdx ├── pnpm-lock.yaml ├── public ├── 144-favicon-dark.svg └── 144-favicon.svg ├── theme.config.tsx └── tsconfig.json /.gitignore: -------------------------------------------------------------------------------- 1 | .ipynb_checkpoints/ 2 | __pycache__/ 3 | *.swp 4 | .env 5 | .pylintrc 6 | *.egg-info/ 7 | notebooks/.ipynb_checkpoints/ 8 | notebooks/__pycache__/ 9 | notebooks/state_of_the_union.txt 10 | notebooks/chroma_logs.log 11 | notebooks/.chroma/ 12 | notebooks/local_notebooks/ 13 | notebooks/.env 14 | pages/research/local_research/ 15 | .DS_Store 16 | .vscode 17 | 18 | # app 19 | .next 20 | node_modules -------------------------------------------------------------------------------- /CITATION.cff: -------------------------------------------------------------------------------- 1 | cff-version: 1.2.0 2 | message: "If you use this software, please cite it as below." 3 | authors: 4 | - family-names: "Saravia" 5 | given-names: "Elvis" 6 | title: "Prompt Engineering Guide" 7 | date-released: 2022-12-16 8 | url: "https://github.com/dair-ai/Prompt-Engineering-Guide" 9 | preferred-citation: 10 | type: article 11 | authors: 12 | - family-names: "Saravia" 13 | given-names: "Elvis" 14 | month: 12 15 | journal: "https://github.com/dair-ai/Prompt-Engineering-Guide" 16 | title: "Prompt Engineering Guide" 17 | year: 2022 18 | -------------------------------------------------------------------------------- /components/check.tsx: -------------------------------------------------------------------------------- 1 | import type { ComponentProps, ReactElement } from 'react' 2 | 3 | export function CheckIcon(props: ComponentProps<'svg'>): ReactElement { 4 | return ( 5 | 12 | 17 | 18 | ) 19 | } 20 | -------------------------------------------------------------------------------- /components/counters.module.css: -------------------------------------------------------------------------------- 1 | .counter { 2 | border: 1px solid #ccc; 3 | border-radius: 5px; 4 | padding: 2px 6px; 5 | margin: 12px 0 0; 6 | } 7 | -------------------------------------------------------------------------------- /components/counters.tsx: -------------------------------------------------------------------------------- 1 | // Example from https://beta.reactjs.org/learn 2 | 3 | import { useState } from 'react' 4 | import styles from './counters.module.css' 5 | 6 | function MyButton() { 7 | const [count, setCount] = useState(0) 8 | 9 | function handleClick() { 10 | setCount(count + 1) 11 | } 12 | 13 | return ( 14 |
15 | 18 |
19 | ) 20 | } 21 | 22 | export default function MyApp() { 23 | return 24 | } 25 | -------------------------------------------------------------------------------- /components/icons/arrow-right.svg: -------------------------------------------------------------------------------- 1 | 6 | 11 | 12 | -------------------------------------------------------------------------------- /components/icons/box.svg: -------------------------------------------------------------------------------- 1 | 8 | 13 | 14 | -------------------------------------------------------------------------------- /components/icons/brush.svg: -------------------------------------------------------------------------------- 1 | 8 | 13 | 14 | -------------------------------------------------------------------------------- /components/icons/cards.svg: -------------------------------------------------------------------------------- 1 | 8 | 13 | 14 | -------------------------------------------------------------------------------- /components/icons/chevron-right.svg: -------------------------------------------------------------------------------- 1 | 8 | 13 | 14 | -------------------------------------------------------------------------------- /components/icons/cloud.svg: -------------------------------------------------------------------------------- 1 | 8 | 13 | 14 | -------------------------------------------------------------------------------- /components/icons/code.svg: -------------------------------------------------------------------------------- 1 | 8 | 13 | 14 | -------------------------------------------------------------------------------- /components/icons/dropper.svg: -------------------------------------------------------------------------------- 1 | 8 | 13 | 14 | -------------------------------------------------------------------------------- /components/icons/file.svg: -------------------------------------------------------------------------------- 1 | 8 | 13 | 14 | -------------------------------------------------------------------------------- /components/icons/folder-tree.svg: -------------------------------------------------------------------------------- 1 | 2 | 5 | 6 | -------------------------------------------------------------------------------- /components/icons/formula.svg: -------------------------------------------------------------------------------- 1 | 8 | 13 | 14 | -------------------------------------------------------------------------------- /components/icons/lightning.svg: -------------------------------------------------------------------------------- 1 | 2 | 7 | 8 | -------------------------------------------------------------------------------- /components/icons/link.svg: -------------------------------------------------------------------------------- 1 | 8 | 13 | 14 | -------------------------------------------------------------------------------- /components/icons/markdown.svg: -------------------------------------------------------------------------------- 1 | 2 | 6 | 7 | -------------------------------------------------------------------------------- /components/icons/newsletter.svg: -------------------------------------------------------------------------------- 1 | 8 | 13 | 14 | -------------------------------------------------------------------------------- /components/icons/one.svg: -------------------------------------------------------------------------------- 1 | 7 | 10 | 11 | -------------------------------------------------------------------------------- /components/icons/picture.svg: -------------------------------------------------------------------------------- 1 | 8 | 13 | 14 | -------------------------------------------------------------------------------- /components/icons/rows.svg: -------------------------------------------------------------------------------- 1 | 8 | 13 | 14 | -------------------------------------------------------------------------------- /components/icons/switch.svg: -------------------------------------------------------------------------------- 1 | 2 | 6 | 7 | -------------------------------------------------------------------------------- /components/icons/warning.svg: -------------------------------------------------------------------------------- 1 | 8 | 13 | 14 | -------------------------------------------------------------------------------- /components/screenshot/index.jsx: -------------------------------------------------------------------------------- 1 | import cn from 'clsx' 2 | import Image from 'next/image' 3 | 4 | export function Screenshot({ src, alt, full }) { 5 | return ( 6 |
12 | {alt} 20 |
21 | ) 22 | } -------------------------------------------------------------------------------- /components/word-wrap.tsx: -------------------------------------------------------------------------------- 1 | import type { ComponentProps, ReactElement } from 'react' 2 | 3 | export function WordWrapIcon(props: ComponentProps<'svg'>): ReactElement { 4 | return ( 5 | 6 | 10 | 11 | ) 12 | } 13 | -------------------------------------------------------------------------------- /img/APE.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Genos9292/Prompt-Engineering-Guide/94c099284b047bda2125f5e5e9f414f74b30fa03/img/APE.png -------------------------------------------------------------------------------- /img/ART.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Genos9292/Prompt-Engineering-Guide/94c099284b047bda2125f5e5e9f414f74b30fa03/img/ART.png 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https://nextjs.org/docs/basic-features/typescript for more information. 6 | -------------------------------------------------------------------------------- /pages/_meta.zh.json: -------------------------------------------------------------------------------- 1 | { 2 | "index": "提示工程指南", 3 | "introduction": "提示工程简介", 4 | "techniques": "提示技术", 5 | "applications": "提示应用", 6 | "prompts": "Prompt Hub", 7 | "models": "模型", 8 | "risks": "风险和误用", 9 | "research": "LLM Research Findings", 10 | "papers": "论文", 11 | "tools": "工具和库", 12 | "notebooks": "Prompt Engineering 笔记本", 13 | "datasets": "数据集", 14 | "readings": "阅读推荐", 15 | "course":{ 16 | "title": "提示工程课程", 17 | "type": "page" 18 | }, 19 | "services": { 20 | "title": "服务", 21 | "type": "page" 22 | }, 23 | "about": { 24 | "title": "关于", 25 | "type": "page" 26 | } 27 | } 28 | -------------------------------------------------------------------------------- /pages/about.jp.mdx: -------------------------------------------------------------------------------- 1 | # About 2 | 3 | 「Prompt Engineering Guide」は、[DAIR.AI](https://github.com/dair-ai)のプロジェクトです。Prompt Engineeringについて、研究者や実践者に教育することを目的としています。 4 | 5 | DAIR.AIは、AIの研究、教育、技術を民主化することを目指しています。私たちのミッションは、次世代のAIイノベーターやクリエイターを可能にすることです。 6 | 7 | コミュニティからの貢献を歓迎しています。編集ボタンを探してください。 8 | 9 | ライセンス情報は[こちら](https://github.com/dair-ai/Prompt-Engineering-Guide/blob/main/LICENSE.md)からご覧いただけます。 10 | 11 | 私たちは、[OpenAI CookBook](https://github.com/openai/openai-cookbook)、[Pretrain, Prompt, Predict](http://pretrain.nlpedia.ai/)、[Learn Prompting](https://learnprompting.org/)など、多くのオープンリソースからインスピレーションを得ています。 -------------------------------------------------------------------------------- /pages/about.kr.mdx: -------------------------------------------------------------------------------- 1 | # About 2 | 3 | 프롬프트 엔지니어링 가이드는 [DAIR.AI](https://github.com/dair-ai)의 프로젝트 입니다. 이 프로젝트는 연구자와 실무자를 대상으로 프롬프트 엔지니어링에 대해 교육하는 것을 목표로 합니다. 4 | 5 | DAIR.AI는 AI연구, 교육 및 기술의 민주화를 목표로 합니다. 우리의 사명은 다음 세대의 AI 혁신가와 크리에이터를 지원하는 것입니다. 6 | 7 | 우리 커뮤니티에 기여하는 것을 환영합니다. Edit 버튼을 찾아보세요. 8 | 9 | 라이센스 정보 [here](https://github.com/dair-ai/Prompt-Engineering-Guide#license). 10 | 11 | 우리는 다음의 오픈 소스 [OpenAI CookBook](https://github.com/openai/openai-cookbook), [Pretrain, Prompt, Predict](http://pretrain.nlpedia.ai/), [Learn Prompting](https://learnprompting.org/)와 그 외의 오픈소스에서 영감을 받았습니다. -------------------------------------------------------------------------------- /pages/about.zh.mdx: -------------------------------------------------------------------------------- 1 | # 关于 2 | 3 | 提示工程指南（Prompt Engineering Guide）是由 [DAIR.AI](https://github.com/dair-ai) 发起的项目，旨在帮助研发和行业内相关人员了解提示工程。 4 | 5 | 以传播 AI 技术和研究成果为目标，DAIR.AI 的愿景是赋能新一代 AI 领域的创新者。 6 | 7 | 我们欢迎大家的贡献！大家可以查找页面上的编辑按钮参与贡献。 8 | 9 | [查看许可信息](https://github.com/dair-ai/Prompt-Engineering-Guide#license). 10 | 11 | 本项目受多个开源项目启发，其中包括 [OpenAI CookBook](https://github.com/openai/openai-cookbook), [Pretrain, Prompt, Predic](http://pretrain.nlpedia.ai/) 和 [Learn Prompting](https://learntipting.org/)。 12 | -------------------------------------------------------------------------------- /pages/applications.ca.mdx: -------------------------------------------------------------------------------- 1 | # Aplicacions de Prompts 2 | 3 | import { Callout } from 'nextra-theme-docs' 4 | import ContentFileNames from 'components/ContentFileNames' 5 | 6 | En aquesta secció, tractarem algunes maneres avançades i interessants d'utilitzar l'enginyeria de prompts per realitzar tasques útils i més avançades. 7 | 8 | -------------------------------------------------------------------------------- /pages/applications.de.mdx: -------------------------------------------------------------------------------- 1 | # LLM-Anwendungen 2 | 3 | import { Callout } from 'nextra-theme-docs'; 4 | import { Cards, Card } from 'nextra-theme-docs'; 5 | import { FilesIcon } from 'components/icons'; 6 | import ContentFileNames from 'components/ContentFileNames' 7 | 8 | In diesem Abschnitt werden wir einige fortgeschrittene und interessante Methoden besprechen, wie wir Prompt-Engineering nutzen können, um nützliche und anspruchsvollere Aufgaben mit LLMs (große Sprachmodelle) zu bewältigen. 9 | 10 | -------------------------------------------------------------------------------- /pages/applications.en.mdx: -------------------------------------------------------------------------------- 1 | # LLM Applications 2 | 3 | import { Callout } from 'nextra-theme-docs' 4 | import {Cards, Card} from 'nextra-theme-docs' 5 | import {FilesIcon} from 'components/icons' 6 | import ContentFileNames from 'components/ContentFileNames' 7 | 8 | In this section, we will cover advanced and interesting ways we can use prompt engineering to perform useful and more advanced tasks with large language models (LLMs). 9 | 10 | -------------------------------------------------------------------------------- /pages/applications.es.mdx: -------------------------------------------------------------------------------- 1 | # Aplicaciones del Prompting 2 | 3 | import { Callout } from 'nextra-theme-docs' 4 | import ContentFileNames from 'components/ContentFileNames' 5 | 6 | En esta sección se mostrarán algunas formas avanzadas e interesantes en las que podemos usar la ingenieria de prompts para realizar tareas más avanzadas y útiles. 7 | 8 | -------------------------------------------------------------------------------- /pages/applications.fi.mdx: -------------------------------------------------------------------------------- 1 | # Kehottesovellukset 2 | 3 | import { Callout } from 'nextra-theme-docs' 4 | import ContentFileNames from 'components/ContentFileNames' 5 | 6 | Tässä osiossa käsitellään joitakin edistyneitä ja mielenkiintoisia menetelmiä, joiden avulla voimme soveltaa kehotteita käytännöllisiin ja vaativiin tehtäviin. 7 | 8 | -------------------------------------------------------------------------------- /pages/applications.fr.mdx: -------------------------------------------------------------------------------- 1 | # Prompting Applications 2 | 3 | import { Callout } from 'nextra-theme-docs' 4 | import ContentFileNames from 'components/ContentFileNames' 5 | 6 | Dans cette section, nous aborderons certaines façons avancées et intéressantes d'utiliser le prompt engineering pour effectuer des tâches utiles et plus avancées. 7 | 8 | -------------------------------------------------------------------------------- /pages/applications.it.mdx: -------------------------------------------------------------------------------- 1 | # Applicazioni di Prompting 2 | 3 | import { Callout } from 'nextra-theme-docs' 4 | import ContentFileNames from 'components/ContentFileNames' 5 | 6 | In questa sezione tratteremo alcuni modi avanzati e interessanti per utilizzare il prompt engineering per eseguire compiti utili e più avanzati. 7 | 8 | -------------------------------------------------------------------------------- /pages/applications.jp.mdx: -------------------------------------------------------------------------------- 1 | # プロンプトアプリケーション 2 | 3 | import { Callout } from 'nextra-theme-docs' 4 | import ContentFileNames from 'components/ContentFileNames' 5 | 6 | このガイドでは、プロンプトエンジニアリングを使って便利でより高度なタスクを実行するための、高度で興味深い方法について説明します。 7 | 8 | -------------------------------------------------------------------------------- /pages/applications.kr.mdx: -------------------------------------------------------------------------------- 1 | # Prompting Applications 2 | 3 | import { Callout } from 'nextra-theme-docs' 4 | import ContentFileNames from 'components/ContentFileNames' 5 | 6 | 7 | 이 장에서는 프롬프트 엔지니어링을 사용하여 유용한 고급 작업을 수행할 수 있는 몇 가지 흥미로운 고급 방법을 다룹니다. 8 | 9 | -------------------------------------------------------------------------------- /pages/applications.pt.mdx: -------------------------------------------------------------------------------- 1 | # Prompting e Aplicativos 2 | 3 | import { Callout } from 'nextra-theme-docs' 4 | import ContentFileNames from 'components/ContentFileNames' 5 | 6 | Nesta seção, abordaremos algumas maneiras avançadas e interessantes de usar a engenharia de prompt para executar tarefas úteis e mais avançadas. 7 | 8 | -------------------------------------------------------------------------------- /pages/applications.ru.mdx: -------------------------------------------------------------------------------- 1 | # Применение промптов 2 | 3 | import { Callout } from 'nextra-theme-docs' 4 | import ContentFileNames from 'components/ContentFileNames' 5 | 6 | В этом разделе мы рассмотрим некоторые продвинутые и интересные способы использования инженерии промптов для выполнения полезных и более сложных задач. 7 | 8 | -------------------------------------------------------------------------------- /pages/applications.tr.mdx: -------------------------------------------------------------------------------- 1 | # İstemci Uygulamaları 2 | 3 | import { Callout } from 'nextra-theme-docs' 4 | import ContentFileNames from 'components/ContentFileNames' 5 | 6 | Bu bölümde, yararlı ve daha gelişmiş görevleri gerçekleştirmek için hızlı mühendisliği kullanabileceğimiz bazı gelişmiş ve ilginç yolları ele alacağız. 7 | 8 | -------------------------------------------------------------------------------- /pages/applications.zh.mdx: -------------------------------------------------------------------------------- 1 | # 提示应用 2 | 3 | import { Callout } from 'nextra-theme-docs' 4 | import ContentFileNames from 'components/ContentFileNames' 5 | 6 | 7 | 在本指南中，我们将介绍一些高级和有趣的方法，利用提示工程来执行有用和更高级的任务。 8 | 9 | -------------------------------------------------------------------------------- /pages/applications/_meta.ca.json: -------------------------------------------------------------------------------- 1 | { 2 | "generating": "Generació de Dades", 3 | "coding": "Generació de Codi", 4 | "workplace_casestudy": "Estudi de Cas de Classificació de Llocs de Treball per a Titulats", 5 | "pf": "Prompt Function" 6 | } -------------------------------------------------------------------------------- /pages/applications/_meta.de.json: -------------------------------------------------------------------------------- 1 | { 2 | "function_calling": "Funktionsaufrufe", 3 | "generating": "Generierung von Daten", 4 | "synthetic_rag": "Generierung eines synthetischen Datensatzes für RAG", 5 | "generating_textbooks": "Umgang mit generierten Datensätzen und deren Vielfalt", 6 | "coding": "Codegenerierung", 7 | "workplace_casestudy": "Fallstudie zur Klassifizierung von Absolventenjobs", 8 | "pf": "Prompt-Funktion" 9 | } 10 | -------------------------------------------------------------------------------- /pages/applications/_meta.en.json: -------------------------------------------------------------------------------- 1 | { 2 | "function_calling": "Function Calling", 3 | "generating": "Generating Data", 4 | "synthetic_rag": "Generating Synthetic Dataset for RAG", 5 | "generating_textbooks": "Tackling Generated Datasets Diversity", 6 | "coding": "Generating Code", 7 | "workplace_casestudy": "Graduate Job Classification Case Study", 8 | "pf": "Prompt Function" 9 | } 10 | -------------------------------------------------------------------------------- /pages/applications/_meta.es.json: -------------------------------------------------------------------------------- 1 | { 2 | "generating": "Generación de datos", 3 | "coding": "Generating Code", 4 | "workplace_casestudy": "Caso de estudio de clasificación de trabajo de graduados", 5 | "pf": "Prompt Function" 6 | } 7 | -------------------------------------------------------------------------------- /pages/applications/_meta.fi.json: -------------------------------------------------------------------------------- 1 | { 2 | "generating": "Generating Data", 3 | "coding": "Generating Code", 4 | "workplace_casestudy": "Graduate Job Classification Case Study", 5 | "pf": "Prompt Function" 6 | } 7 | -------------------------------------------------------------------------------- /pages/applications/_meta.fr.json: -------------------------------------------------------------------------------- 1 | { 2 | "generating": "Génération de données", 3 | "coding": "Generating Code", 4 | "workplace_casestudy": "Étude de cas sur la classification des emplois des diplômés", 5 | "pf": "Prompt Function" 6 | } 7 | -------------------------------------------------------------------------------- /pages/applications/_meta.it.json: -------------------------------------------------------------------------------- 1 | { 2 | "generating": "Generazione di dati", 3 | "coding": "Generating Code", 4 | "workplace_casestudy": "Studio sul caso della classificazione del lavoro dei laureati", 5 | "pf": "Prompt Function" 6 | } 7 | -------------------------------------------------------------------------------- /pages/applications/_meta.jp.json: -------------------------------------------------------------------------------- 1 | { 2 | "generating": "データ生成", 3 | "coding": "Generating Code", 4 | "workplace_casestudy": "Graduate Job Classification Case Study", 5 | "pf": "Prompt Function" 6 | } -------------------------------------------------------------------------------- /pages/applications/_meta.kr.json: -------------------------------------------------------------------------------- 1 | { 2 | "generating": "데이터 생성", 3 | "coding": "코드 생성", 4 | "workplace_casestudy": "학위가 필요한 직업을 분류한 사례 연구", 5 | "pf": "프롬프트 함수" 6 | } 7 | -------------------------------------------------------------------------------- /pages/applications/_meta.pt.json: -------------------------------------------------------------------------------- 1 | { 2 | "generating": "Generating Data", 3 | "coding": "Generating Code", 4 | "workplace_casestudy": "Graduate Job Classification Case Study", 5 | "pf": "Prompt Function" 6 | } -------------------------------------------------------------------------------- /pages/applications/_meta.ru.json: -------------------------------------------------------------------------------- 1 | { 2 | "generating": "Генерация данных", 3 | "coding": "Генерация кода", 4 | "workplace_casestudy": "Исследование по классификации", 5 | "pf": "Функции в промпте" 6 | } -------------------------------------------------------------------------------- /pages/applications/_meta.tr.json: -------------------------------------------------------------------------------- 1 | { 2 | "generating": "Veri Üretimi", 3 | "coding": "Kod Üretimi", 4 | "workplace_casestudy": "Lisansüstü İş Sınıflandırması Vaka Çalışması", 5 | "pf": "İstem Fonksiyonu" 6 | } -------------------------------------------------------------------------------- /pages/applications/_meta.zh.json: -------------------------------------------------------------------------------- 1 | { 2 | "generating": "生成数据", 3 | "coding": "Generating Code", 4 | "workplace_casestudy": "毕业生工作分类案例研究", 5 | "pf": "提示函数" 6 | } -------------------------------------------------------------------------------- /pages/applications/coding.fr.mdx: -------------------------------------------------------------------------------- 1 | # Generating Code 2 | 3 | Needs translation! Feel free to contribute a translating by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/applications/coding.it.mdx: -------------------------------------------------------------------------------- 1 | # Generating Code 2 | 3 | Needs translation! Feel free to contribute a translating by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/applications/coding.pt.mdx: -------------------------------------------------------------------------------- 1 | # Generating Code 2 | 3 | Needs translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/applications/function_calling.ca.mdx: -------------------------------------------------------------------------------- 1 | # Function Calling with LLMs 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/applications/function_calling.es.mdx: -------------------------------------------------------------------------------- 1 | # Function Calling with LLMs 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/applications/function_calling.fi.mdx: -------------------------------------------------------------------------------- 1 | # Function Calling with LLMs 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/applications/function_calling.fr.mdx: -------------------------------------------------------------------------------- 1 | # Function Calling with LLMs 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/applications/function_calling.it.mdx: -------------------------------------------------------------------------------- 1 | # Function Calling with LLMs 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/applications/function_calling.jp.mdx: -------------------------------------------------------------------------------- 1 | # Function Calling with LLMs 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/applications/function_calling.pt.mdx: -------------------------------------------------------------------------------- 1 | # Function Calling with LLMs 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/applications/function_calling.tr.mdx: -------------------------------------------------------------------------------- 1 | # Function Calling with LLMs 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/applications/pf.ca.mdx: -------------------------------------------------------------------------------- 1 | # Prompt Function 2 | 3 | Needs translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/applications/pf.es.mdx: -------------------------------------------------------------------------------- 1 | # Prompt Function 2 | 3 | Needs translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/applications/pf.fi.mdx: -------------------------------------------------------------------------------- 1 | # Prompt Function 2 | 3 | Needs translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/applications/pf.fr.mdx: -------------------------------------------------------------------------------- 1 | # Prompt Function 2 | 3 | Needs translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/applications/pf.it.mdx: -------------------------------------------------------------------------------- 1 | # Prompt Function 2 | 3 | Needs translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/applications/pf.jp.mdx: -------------------------------------------------------------------------------- 1 | # Prompt Function 2 | 3 | Needs translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/index.jp.mdx: -------------------------------------------------------------------------------- 1 | # Prompt Engineering Guide 2 | 3 | プロンプトエンジニアリングは、言語モデル（LMs）を効率的に使用するためのプロンプトを開発および最適化する比較的新しい学問分野です。プロンプトエンジニアリングのスキルを身につけることで、大規模言語モデル（LLMs）の能力と限界をより理解することができます。 4 | 5 | 研究者は、プロンプトエンジニアリングを使用して、質問応答や算術推論などの一般的なおよび複雑なタスクのLLMsの能力を向上させます。開発者は、LLMsやその他のツールとのインタフェースとなる強固で効果的なプロンプテクニックを設計するためにプロンプトエンジニアリングを使用します。 6 | 7 | プロンプトエンジニアリングは、プロンプトの設計と開発に限らず、LLMsとのインタラクションおよび開発に役立つ幅広いスキルと技術を含みます。これは、LLMsとインタフェースすること、ビルドすること、能力を理解することに重要なスキルであり、LLMsの安全性を向上させたり、ドメイン知識や外部ツールを使用してLLMsの機能を拡張するためにプロンプトエンジニアリングを使用できます。 8 | 9 | LLMsでの開発に高い関心があることから、この新しいプロンプトエンジニアリングガイドを作成しました。最新の論文、学習ガイド、モデル、講義、参考文献、新しいLLMの機能、およびプロンプトエンジニアリングに関連するツールがすべて含まれています。 -------------------------------------------------------------------------------- /pages/index.zh.mdx: -------------------------------------------------------------------------------- 1 | # 提示工程指南 2 | 3 | 提示工程（Prompt Engineering）是一门较新的学科，关注提示词开发和优化，帮助用户将大语言模型（Large Language Model, LLM）用于各场景和研究领域。 掌握了提示工程相关技能将有助于用户更好地了解大型语言模型的能力和局限性。 4 | 5 | 研究人员可利用提示工程来提升大语言模型处理复杂任务场景的能力，如问答和算术推理能力。开发人员可通过提示工程设计、研发强大的工程技术，实现和大语言模型或其他生态工具的高效接轨。 6 | 7 | 提示工程不仅仅是关于设计和研发提示词。它包含了与大语言模型交互和研发的各种技能和技术。提示工程在实现和大语言模型交互、对接，以及理解大语言模型能力方面都起着重要作用。用户可以通过提示工程来提高大语言模型的安全性，也可以赋能大语言模型，比如借助专业领域知识和外部工具来增强大语言模型能力。 8 | 9 | 基于对大语言模型的浓厚兴趣，我们编写了这份全新的提示工程指南，介绍了大语言模型相关的论文研究、学习指南、模型、讲座、参考资料、大语言模型能力以及与其他与提示工程相关的工具。 10 | -------------------------------------------------------------------------------- /pages/introduction.jp.mdx: -------------------------------------------------------------------------------- 1 | # はじめに 2 | 3 | import ContentFileNames from 'components/ContentFileNames' 4 | 5 | 6 | プロンプトエンジニアリングは、言語モデル（LM）を効率的に使用するためのプロンプトの開発と最適化のための比較的新しい学問分野です。プロンプトエンジニアリングのスキルは、大規模な言語モデル（LLM）の能力と限界をより良く理解するのに役立ちます。研究者は、プロンプトエンジニアリングを使用して、質問応答や算術推論などの一般的で複雑なタスクの幅広い範囲でLLMの能力を向上させます。開発者は、プロンプトエンジニアリングを使用して、LLMやその他のツールとインターフェースする堅牢で効果的なプロンプティング技術を設計します。 7 | 8 | このガイドでは、プロンプトの基本をカバーし、大規模な言語モデル（LLM）とやり取りして指示する方法の概要を提供します。 9 | 10 | すべての例は、OpenAIのプレイグラウンドを使用した `text-davinci-003` でテストされています。デフォルトの設定、すなわち `temperature = 0.7` および `top-p = 1` を使用しています。 11 | 12 | -------------------------------------------------------------------------------- /pages/introduction.zh.mdx: -------------------------------------------------------------------------------- 1 | # 提示工程简介 2 | 3 | import ContentFileNames from 'components/ContentFileNames' 4 | 5 | 6 | 提示工程是一个较新的学科，应用于开发和优化提示词（Prompt），帮助用户有效地将语言模型用于各种应用场景和研究领域。掌握了提示工程相关技能将有助于用户更好地了解大型语言模型的能力和局限性。研究人员可利用提示工程来提高大语言模型处理复杂任务场景的能力，如问答和算术推理能力。开发人员可通过提示工程设计和研发出强大的技术，实现和大语言模型或其他生态工具的高效接轨。 7 | 8 | 本指南介绍了提示词相关的基础知识，帮助用户了解如何通过提示词和大语言模型进行交互并提供指导建议。 9 | 10 | 除非另有说明，本指南默认所有示例都是在 OpenAI 的 Playground 上使用 `gpt-3.5-turbo` 进行测试。模型使用默认配置，即 temperature=1 和 top_p=1 。这些提示也应适用于具有类似功能的其他模型，如gpt-3.5-turbo，但模型响应可能会有所不同。 11 | 12 | -------------------------------------------------------------------------------- /pages/introduction/_meta.ca.json: -------------------------------------------------------------------------------- 1 | { 2 | "settings": "Configuració de LLM", 3 | "basics": "Conceptes Bàsics de la Creació de Prompts", 4 | "elements": "Elements del Prompt", 5 | "tips": "Consells Generals per Dissenyar Prompts", 6 | "examples": "Exemples de Prompts" 7 | } -------------------------------------------------------------------------------- /pages/introduction/_meta.de.json: -------------------------------------------------------------------------------- 1 | { 2 | "settings": "LLM Einstellungen", 3 | "basics": "Grundlagen des Promptings", 4 | "elements": "Elemente eines Prompts", 5 | "tips": "Allgemeine Tipps für das Entwerfen von Prompts", 6 | "examples": "Beispiel für Prompts" 7 | } 8 | 9 | -------------------------------------------------------------------------------- /pages/introduction/_meta.en.json: -------------------------------------------------------------------------------- 1 | { 2 | "settings": "LLM Settings", 3 | "basics": "Basics of Prompting", 4 | "elements": "Prompt Elements", 5 | "tips": "General Tips for Designing Prompts", 6 | "examples": "Examples of Prompts" 7 | } 8 | -------------------------------------------------------------------------------- /pages/introduction/_meta.es.json: -------------------------------------------------------------------------------- 1 | { 2 | "settings": "Configuración de LLM", 3 | "basics": "Conceptos básicos de prompting", 4 | "elements": "Elementos de prompting", 5 | "tips": "Consejos generales para diseñar prompts", 6 | "examples": "Ejemplos de prompts" 7 | } 8 | -------------------------------------------------------------------------------- /pages/introduction/_meta.fi.json: -------------------------------------------------------------------------------- 1 | { 2 | "settings": "LLM-asetukset", 3 | "basics": "Kehottamisen perusteet", 4 | "elements": "Kehotteiden elementit", 5 | "tips": "Yleisiä vinkkejä kehotteiden suunnitteluun", 6 | "examples": "Esimerkkejä kehotteista" 7 | } -------------------------------------------------------------------------------- /pages/introduction/_meta.fr.json: -------------------------------------------------------------------------------- 1 | { 2 | "settings": "Paramètres LLM", 3 | "basics": "Principes de base en Prompting", 4 | "elements": "Éléments d'un prompt", 5 | "tips": "Conseils généraux pour la conception de prompts", 6 | "examples": "Exemples de prompts" 7 | } 8 | -------------------------------------------------------------------------------- /pages/introduction/_meta.it.json: -------------------------------------------------------------------------------- 1 | { 2 | "settings": "Impostazioni LLM", 3 | "basics": "I fondamentali del Prompt", 4 | "elements": "Elementi di un Prompt", 5 | "tips": "Suggerimenti generali per la progettazione di Prompt", 6 | "examples": "Esempi di Prompt" 7 | } 8 | -------------------------------------------------------------------------------- /pages/introduction/_meta.jp.json: -------------------------------------------------------------------------------- 1 | { 2 | "settings": "LLM設定", 3 | "basics": "基本的なプロンプティング", 4 | "elements": "プロンプトの要素", 5 | "tips": "プロンプトをデザインする一般的なTips", 6 | "examples": "プロンプトの例" 7 | } 8 | -------------------------------------------------------------------------------- /pages/introduction/_meta.kr.json: -------------------------------------------------------------------------------- 1 | { 2 | "settings": "LLM 설정", 3 | "basics": "프롬프트의 기초", 4 | "elements": "프롬프트의 구성 요소", 5 | "tips": "프롬프트 설계에 관한 일반적인 팁", 6 | "examples": "프롬프트 예시" 7 | } 8 | -------------------------------------------------------------------------------- /pages/introduction/_meta.pt.json: -------------------------------------------------------------------------------- 1 | { 2 | "settings": "Configurações LLM", 3 | "basics": "Básico de Prompting", 4 | "elements": "Elementos de Prompt", 5 | "tips": "Dicas Gerais para Designing de Prompts", 6 | "examples": "Exemplos de Prompts" 7 | } 8 | -------------------------------------------------------------------------------- /pages/introduction/_meta.ru.json: -------------------------------------------------------------------------------- 1 | { 2 | "settings": "Настройки LLM", 3 | "basics": "Основы промптинга", 4 | "elements": "Элементы промпта", 5 | "tips": "Общие советы по созданию промптов", 6 | "examples": "Примеры промптов" 7 | } 8 | -------------------------------------------------------------------------------- /pages/introduction/_meta.tr.json: -------------------------------------------------------------------------------- 1 | { 2 | "settings": "LLM Ayarları", 3 | "basics": "İstemlerin Temelleri", 4 | "elements": "Bir İstemin Unsurları", 5 | "tips": "İstemlerin Tasarlanması İçin Genel İpuçları", 6 | "examples": "Örnek İstemler" 7 | } 8 | -------------------------------------------------------------------------------- /pages/introduction/_meta.zh.json: -------------------------------------------------------------------------------- 1 | { 2 | "settings": "大语言模型设置", 3 | "basics": "基本概念", 4 | "elements": "提示词要素", 5 | "tips": "设计提示的通用技巧", 6 | "examples": "提示词示例" 7 | } 8 | -------------------------------------------------------------------------------- /pages/introduction/elements.jp.mdx: -------------------------------------------------------------------------------- 1 | # プロンプトの要素 2 | 3 | プロンプトエンジニアリングで可能な例やアプリケーションをカバーするにつれて、プロンプトを構成する特定の要素があることに気づくでしょう。 4 | 5 | プロンプトには、以下のいずれかのコンポーネントが含まれることがあります。 6 | 7 | **命令** - モデルに実行してほしい特定のタスクまたは命令 8 | 9 | **文脈** - 外部情報や追加の文脈が含まれる場合があり、モデルをより良い応答に導くことができます。 10 | 11 | **入力データ** - 応答を見つけたい入力または質問 12 | 13 | **出力指示子** - 出力のタイプや形式を示します。 14 | 15 | すべてのコンポーネントが必要なわけではなく、フォーマットは手元のタスクに依存します。次のガイドで具体的な例を取り上げます。 -------------------------------------------------------------------------------- /pages/introduction/elements.kr.mdx: -------------------------------------------------------------------------------- 1 | # 프롬프트의 구성 요소 2 | 3 | 프롬프트 엔지니어링을 접목한 여러 애플리케이션을 반복해서 사용하다 보면, 프롬프트에는 특정 구성 요소들이 있다는 것을 알 수 있습니다. 4 | 5 | 프롬프트에는 다음 구성 요소들이 있습니다: 6 | 7 | **지시(Instruction)** - 모델이 수행할 특정 작업 또는 지시 8 | 9 | **문맥** - 더 나은 응답을 위해 모델을 조종할 수 있는 외부 정보나 추가 문맥 10 | 11 | **입력 데이터** - 응답받고자 하는 입력이나 질문 12 | 13 | **출력 지시자** - 출력의 유형이나 형식 14 | 15 | 위의 네 가지 구성 요소가 프롬프트에 모두 필요한 것은 아니며 형식은 어떤 작업인지에 따라 달라질 수 있습니다. 이어지는 가이드에서 더 구체적인 예시를 다루겠습니다. 16 | -------------------------------------------------------------------------------- /pages/introduction/elements.zh.mdx: -------------------------------------------------------------------------------- 1 | # 提示词要素 2 | 3 | 如果您接触过大量提示工程相关的示例和应用，您会注意到提示词是由一些要素组成的。 4 | 5 | 提示词可以包含以下任意要素： 6 | 7 | **指令**：想要模型执行的特定任务或指令。 8 | 9 | **上下文**：包含外部信息或额外的上下文信息，引导语言模型更好地响应。 10 | 11 | **输入数据**：用户输入的内容或问题。 12 | 13 | **输出指示**：指定输出的类型或格式。 14 | 15 | 为了更好地演示提示词要素，下面是一个简单的提示，旨在完成文本分类任务： 16 | 17 | _提示词_ 18 | 19 | ``` 20 | 请将文本分为中性、否定或肯定 21 | 文本：我觉得食物还可以。 22 | 情绪： 23 | ``` 24 | 25 | 在上面的提示示例中，指令是“将文本分类为中性、否定或肯定”。输入数据是“我认为食物还可以”部分，使用的输出指示是“情绪：”。请注意，此基本示例不使用上下文，但也可以作为提示的一部分提供。例如，此文本分类提示的上下文可以是作为提示的一部分提供的其他示例，以帮助模型更好地理解任务并引导预期的输出类型。 26 | 27 | 注意，提示词所需的格式取决于您想要语言模型完成的任务类型，并非所有以上要素都是必须的。我们会在后续的指南中提供更多更具体的示例。 28 | -------------------------------------------------------------------------------- /pages/models.fi.mdx: -------------------------------------------------------------------------------- 1 | # Mallit 2 | 3 | import { Callout } from 'nextra-theme-docs' 4 | import ContentFileNames from 'components/ContentFileNames' 5 | 6 | Tässä osiossa käsittelemme joitakin viimeaikaisia kielimalleja ja kuinka ne soveltavat menestyksekkäästi uusimpia ja edistyneimpiä kehotteita. Lisäksi tarkastelemme näiden mallien suorituskykyä monenlaisissa tehtävissä ja ohjausasetuksissa, kuten vähäisessä ohjauksessa, nollaohjauksessa ja ajatusketjuohjauksessa. Näiden kykyjen ymmärtäminen on tärkeää tunnistaaksemme mallien rajoitukset ja kuinka niitä voidaan käyttää tehokkaasti. 7 | 8 | -------------------------------------------------------------------------------- /pages/models.jp.mdx: -------------------------------------------------------------------------------- 1 | # モデル 2 | 3 | import { Callout } from 'nextra-theme-docs' 4 | import ContentFileNames from 'components/ContentFileNames' 5 | 6 | 7 | このセクションでは、最近の言語モデルを取り上げ、それらがどのように最新かつ最も高度なプロンプト工学技術をうまく適用しているかを説明します。さらに、これらの言語モデルの能力を、様々なタスクやプロンプトの設定、例えばfew-shotプロンプト、zero-shotプロンプト、chain-of-thoughtプロンプトについて説明します。これらの機能を理解することは、これらのモデルの限界を理解し、効果的に使用する方法として重要です。 8 | 9 | -------------------------------------------------------------------------------- /pages/models.kr.mdx: -------------------------------------------------------------------------------- 1 | # Models 2 | 3 | import { Callout } from 'nextra-theme-docs' 4 | import ContentFileNames from 'components/ContentFileNames' 5 | 6 | 7 | 이 장에서는 몇 가지 최신 언어 모델과 이 모델들이 최신의 첨단 프롬프트 엔지니어링 기법을 효과적으로 적용하는 방법을 다룹니다. 또한 few-shot prompting, zero-shot prompting, and chain-of-thought prompting과 같은 다양한 작업 및 프롬프트 설정에 대한 이러한 모델의 기능에 대해서도 다룹니다. 이러한 기능을 이해하는 것은 모델들의 한계를 이해하고 효과적으로 사용하는데 중요합니다. 8 | 9 | 10 | -------------------------------------------------------------------------------- /pages/models.zh.mdx: -------------------------------------------------------------------------------- 1 | # 模型 2 | 3 | import { Callout } from 'nextra-theme-docs' 4 | import ContentFileNames from 'components/ContentFileNames' 5 | 6 | 7 | 在本节中，我们将介绍一些最近的语言模型以及它们如何成功地应用最新和最先进的提示工程技术。此外，我们还将介绍这些模型在各种任务和提示设置（如少样本提示、零样本提示和思维链提示）中的能力。了解这些能力对于理解这些模型的局限性以及如何有效地使用它们非常重要。 8 | 9 | -------------------------------------------------------------------------------- /pages/models/_meta.ca.json: -------------------------------------------------------------------------------- 1 | { 2 | "flan": "Flan", 3 | "chatgpt": "ChatGPT", 4 | "llama": "LLaMA", 5 | "gpt-4": "GPT-4", 6 | "mistral-7b": "Mistral 7B", 7 | "gemini": "Gemini", 8 | "gemini-advanced": "Gemini Advanced", 9 | "gemini-pro": "Gemini 1.5 Pro", 10 | "phi-2": "Phi-2", 11 | "mixtral": "Mixtral", 12 | "code-llama": "Code Llama", 13 | "olmo": "OLMo", 14 | "sora": "Sora", 15 | "collection": "Col·lecció de Models" 16 | } -------------------------------------------------------------------------------- /pages/models/_meta.de.json: -------------------------------------------------------------------------------- 1 | { 2 | "chatgpt": "ChatGPT", 3 | "claude-3": "Claude 3", 4 | "code-llama": "Code Llama", 5 | "flan": "Flan", 6 | "gemini": "Gemini", 7 | "gemini-advanced": "Gemini Advanced", 8 | "gemini-pro": "Gemini 1.5 Pro", 9 | "gemma": "Gemma", 10 | "gpt-4": "GPT-4", 11 | "grok-1": "Grok-1", 12 | "llama": "LLaMA", 13 | "llama-3": "Llama 3", 14 | "mistral-7b": "Mistral 7B", 15 | "mistral-large": "Mistral Large", 16 | "mixtral": "Mixtral", 17 | "mixtral-8x22b": "Mixtral 8x22B", 18 | "olmo": "OLMo", 19 | "phi-2": "Phi-2", 20 | "sora": "Sora", 21 | "collection": "LLM-Sammlung" 22 | } 23 | -------------------------------------------------------------------------------- /pages/models/_meta.es.json: -------------------------------------------------------------------------------- 1 | { 2 | "flan": "Flan", 3 | "chatgpt": "ChatGPT", 4 | "llama": "LLaMA", 5 | "gpt-4": "GPT-4", 6 | "mistral-7b": "Mistral 7B", 7 | "gemini": "Gemini", 8 | "gemini-advanced": "Gemini Advanced", 9 | "gemini-pro": "Gemini 1.5 Pro", 10 | "phi-2": "Phi-2", 11 | "mixtral": "Mixtral", 12 | "code-llama": "Code Llama", 13 | "olmo": "OLMo", 14 | "sora": "Sora", 15 | "collection": "Listado de LLMs" 16 | } 17 | -------------------------------------------------------------------------------- /pages/models/_meta.fi.json: -------------------------------------------------------------------------------- 1 | { 2 | "flan": "Flan", 3 | "chatgpt": "ChatGPT", 4 | "llama": "LLaMA", 5 | "gpt-4": "GPT-4", 6 | "mistral-7b": "Mistral 7B", 7 | "gemini": "Gemini", 8 | "gemini-advanced": "Gemini Advanced", 9 | "gemini-pro": "Gemini 1.5 Pro", 10 | "phi-2": "Phi-2", 11 | "mixtral": "Mixtral", 12 | "code-llama": "Code Llama", 13 | "olmo": "OLMo", 14 | "sora": "Sora", 15 | "collection": "Model Collection" 16 | } 17 | -------------------------------------------------------------------------------- /pages/models/_meta.fr.json: -------------------------------------------------------------------------------- 1 | { 2 | "flan": "Flan", 3 | "chatgpt": "ChatGPT", 4 | "llama": "LLaMA", 5 | "gpt-4": "GPT-4", 6 | "mistral-7b": "Mistral 7B", 7 | "gemini": "Gemini", 8 | "gemini-advanced": "Gemini Advanced", 9 | "gemini-pro": "Gemini 1.5 Pro", 10 | "phi-2": "Phi-2", 11 | "mixtral": "Mixtral", 12 | "code-llama": "Code Llama", 13 | "olmo": "OLMo", 14 | "sora": "Sora", 15 | "collection": "Collection de modèles" 16 | } 17 | -------------------------------------------------------------------------------- /pages/models/_meta.it.json: -------------------------------------------------------------------------------- 1 | { 2 | "flan": "Flan", 3 | "chatgpt": "ChatGPT", 4 | "llama": "LLaMA", 5 | "gpt-4": "GPT-4", 6 | "mistral-7b": "Mistral 7B", 7 | "gemini": "Gemini", 8 | "gemini-advanced": "Gemini Advanced", 9 | "gemini-pro": "Gemini 1.5 Pro", 10 | "phi-2": "Phi-2", 11 | "mixtral": "Mixtral", 12 | "code-llama": "Code Llama", 13 | "olmo": "OLMo", 14 | "sora": "Sora", 15 | "collection": "Collezione di Modelli" 16 | } 17 | 18 | -------------------------------------------------------------------------------- /pages/models/_meta.jp.json: -------------------------------------------------------------------------------- 1 | { 2 | "flan": "Flan", 3 | "chatgpt": "ChatGPT", 4 | "llama": "LLaMA", 5 | "gpt-4": "GPT-4", 6 | "mistral-7b": "Mistral 7B", 7 | "gemini": "Gemini", 8 | "gemini-advanced": "Gemini Advanced", 9 | "gemini-pro": "Gemini 1.5 Pro", 10 | "phi-2": "Phi-2", 11 | "mixtral": "Mixtral", 12 | "code-llama": "Code Llama", 13 | "olmo": "OLMo", 14 | "sora": "Sora", 15 | "collection": "Model Collection" 16 | } 17 | -------------------------------------------------------------------------------- /pages/models/_meta.kr.json: -------------------------------------------------------------------------------- 1 | { 2 | "flan": "Flan", 3 | "chatgpt": "ChatGPT", 4 | "llama": "LLaMA", 5 | "gpt-4": "GPT-4", 6 | "mistral-7b": "Mistral 7B", 7 | "gemini": "Gemini", 8 | "gemini-advanced": "Gemini Advanced", 9 | "gemini-pro": "Gemini 1.5 Pro", 10 | "phi-2": "Phi-2", 11 | "mixtral": "Mixtral", 12 | "code-llama": "Code Llama", 13 | "olmo": "OLMo", 14 | "sora": "Sora", 15 | "collection": "Model Collection" 16 | } 17 | -------------------------------------------------------------------------------- /pages/models/_meta.pt.json: -------------------------------------------------------------------------------- 1 | { 2 | "flan": "Flan", 3 | "chatgpt": "ChatGPT", 4 | "llama": "LLaMA", 5 | "gpt-4": "GPT-4", 6 | "mistral-7b": "Mistral 7B", 7 | "gemini": "Gemini", 8 | "gemini-advanced": "Gemini Advanced", 9 | "gemini-pro": "Gemini 1.5 Pro", 10 | "phi-2": "Phi-2", 11 | "mixtral": "Mixtral", 12 | "code-llama": "Code Llama", 13 | "olmo": "OLMo", 14 | "sora": "Sora", 15 | "collection": "Model Collection" 16 | } 17 | -------------------------------------------------------------------------------- /pages/models/_meta.ru.json: -------------------------------------------------------------------------------- 1 | { 2 | "flan": "Flan", 3 | "chatgpt": "ChatGPT", 4 | "llama": "LLaMA", 5 | "gpt-4": "GPT-4", 6 | "mistral-7b": "Mistral 7B", 7 | "gemini": "Gemini", 8 | "gemini-advanced": "Gemini Advanced", 9 | "gemini-pro": "Gemini 1.5 Pro", 10 | "phi-2": "Phi-2", 11 | "mixtral": "Mixtral", 12 | "code-llama": "Code Llama", 13 | "olmo": "OLMo", 14 | "sora": "Sora", 15 | "collection": "Коллекция LLM" 16 | } 17 | -------------------------------------------------------------------------------- /pages/models/_meta.tr.json: -------------------------------------------------------------------------------- 1 | { 2 | "flan": "Flan", 3 | "chatgpt": "ChatGPT", 4 | "llama": "LLaMA", 5 | "gpt-4": "GPT-4", 6 | "mistral-7b": "Mistral 7B", 7 | "gemini": "Gemini", 8 | "gemini-advanced": "Gemini Advanced", 9 | "gemini-pro": "Gemini 1.5 Pro", 10 | "phi-2": "Phi-2", 11 | "mixtral": "Mixtral", 12 | "code-llama": "Code Llama", 13 | "olmo": "OLMo", 14 | "sora": "Sora", 15 | "collection": "LLM Koleksiyonu" 16 | } 17 | -------------------------------------------------------------------------------- /pages/models/_meta.zh.json: -------------------------------------------------------------------------------- 1 | { 2 | "flan": "Flan", 3 | "chatgpt": "ChatGPT", 4 | "llama": "LLaMA", 5 | "gpt-4": "GPT-4", 6 | "mistral-7b": "Mistral 7B", 7 | "gemini": "Gemini", 8 | "gemini-advanced": "Gemini Advanced", 9 | "gemini-pro": "Gemini 1.5 Pro", 10 | "phi-2": "Phi-2", 11 | "mixtral": "Mixtral", 12 | "code-llama": "Code Llama", 13 | "olmo": "OLMo", 14 | "sora": "Sora", 15 | "collection": "Model Collection" 16 | } 17 | 18 | -------------------------------------------------------------------------------- /pages/models/code-llama.ca.mdx: -------------------------------------------------------------------------------- 1 | # Prompting Guide for Code Llama 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/code-llama.es.mdx: -------------------------------------------------------------------------------- 1 | # Prompting Guide for Code Llama 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/code-llama.fi.mdx: -------------------------------------------------------------------------------- 1 | # Prompting Guide for Code Llama 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/code-llama.fr.mdx: -------------------------------------------------------------------------------- 1 | # Prompting Guide for Code Llama 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/code-llama.it.mdx: -------------------------------------------------------------------------------- 1 | # Prompting Guide for Code Llama 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/code-llama.kr.mdx: -------------------------------------------------------------------------------- 1 | # Prompting Guide for Code Llama 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/code-llama.pt.mdx: -------------------------------------------------------------------------------- 1 | # Prompting Guide for Code Llama 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/code-llama.ru.mdx: -------------------------------------------------------------------------------- 1 | # Prompting Guide for Code Llama 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/code-llama.tr.mdx: -------------------------------------------------------------------------------- 1 | # Prompting Guide for Code Llama 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/code-llama.zh.mdx: -------------------------------------------------------------------------------- 1 | # Prompting Guide for Code Llama 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/gemini-advanced.ca.mdx: -------------------------------------------------------------------------------- 1 | # Gemini Advanced 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/gemini-advanced.es.mdx: -------------------------------------------------------------------------------- 1 | # Gemini Advanced 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/gemini-advanced.fi.mdx: -------------------------------------------------------------------------------- 1 | # Gemini Advanced 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/gemini-advanced.fr.mdx: -------------------------------------------------------------------------------- 1 | # Gemini Advanced 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/gemini-advanced.it.mdx: -------------------------------------------------------------------------------- 1 | # Gemini Advanced 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/gemini-advanced.jp.mdx: -------------------------------------------------------------------------------- 1 | # Gemini Advanced 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/gemini-advanced.kr.mdx: -------------------------------------------------------------------------------- 1 | # Gemini Advanced 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/gemini-advanced.pt.mdx: -------------------------------------------------------------------------------- 1 | # Gemini Advanced 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/gemini-advanced.ru.mdx: -------------------------------------------------------------------------------- 1 | # Gemini Advanced 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/gemini-advanced.tr.mdx: -------------------------------------------------------------------------------- 1 | # Gemini Advanced 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/gemini-advanced.zh.mdx: -------------------------------------------------------------------------------- 1 | # Gemini Advanced 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/gemini-pro.ca.mdx: -------------------------------------------------------------------------------- 1 | # Gemini 1.5 Pro 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/gemini-pro.es.mdx: -------------------------------------------------------------------------------- 1 | # Gemini 1.5 Pro 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/gemini-pro.fi.mdx: -------------------------------------------------------------------------------- 1 | # Gemini 1.5 Pro 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/gemini-pro.fr.mdx: -------------------------------------------------------------------------------- 1 | # Gemini 1.5 Pro 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/gemini-pro.it.mdx: -------------------------------------------------------------------------------- 1 | # Gemini 1.5 Pro 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/gemini-pro.jp.mdx: -------------------------------------------------------------------------------- 1 | # Gemini 1.5 Pro 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/gemini-pro.kr.mdx: -------------------------------------------------------------------------------- 1 | # Gemini 1.5 Pro 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/gemini-pro.pt.mdx: -------------------------------------------------------------------------------- 1 | # Gemini 1.5 Pro 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/gemini-pro.ru.mdx: -------------------------------------------------------------------------------- 1 | # Gemini 1.5 Pro 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/gemini-pro.tr.mdx: -------------------------------------------------------------------------------- 1 | # Gemini 1.5 Pro 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/gemini-pro.zh.mdx: -------------------------------------------------------------------------------- 1 | # Gemini 1.5 Pro 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/gemini.ca.mdx: -------------------------------------------------------------------------------- 1 | # Gemini Prompting Guide 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/gemini.es.mdx: -------------------------------------------------------------------------------- 1 | # Gemini Prompting Guide 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/gemini.fi.mdx: -------------------------------------------------------------------------------- 1 | # Gemini Prompting Guide 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/gemini.fr.mdx: -------------------------------------------------------------------------------- 1 | # Gemini Prompting Guide 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/gemini.it.mdx: -------------------------------------------------------------------------------- 1 | # Gemini Prompting Guide 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/gemini.jp.mdx: -------------------------------------------------------------------------------- 1 | # Gemini Prompting Guide 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/gemini.kr.mdx: -------------------------------------------------------------------------------- 1 | # Gemini Prompting Guide 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/gemini.pt.mdx: -------------------------------------------------------------------------------- 1 | # Gemini Prompting Guide 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/gemini.ru.mdx: -------------------------------------------------------------------------------- 1 | # Gemini Prompting Guide 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/gemini.tr.mdx: -------------------------------------------------------------------------------- 1 | # Gemini Prompting Guide 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/mistral-7b.ca.mdx: -------------------------------------------------------------------------------- 1 | # Mistral 7B LLM 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/mistral-7b.es.mdx: -------------------------------------------------------------------------------- 1 | # Mistral 7B LLM 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/mistral-7b.fi.mdx: -------------------------------------------------------------------------------- 1 | # Mistral 7B LLM 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/mistral-7b.fr.mdx: -------------------------------------------------------------------------------- 1 | # Mistral 7B LLM 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/mistral-7b.it.mdx: -------------------------------------------------------------------------------- 1 | # Mistral 7B LLM 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/mistral-7b.jp.mdx: -------------------------------------------------------------------------------- 1 | # Mistral 7B LLM 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/mistral-7b.kr.mdx: -------------------------------------------------------------------------------- 1 | # Mistral 7B LLM 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/mistral-7b.pt.mdx: -------------------------------------------------------------------------------- 1 | # Mistral 7B LLM 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/mistral-7b.tr.mdx: -------------------------------------------------------------------------------- 1 | # Mistral 7B LLM 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/mistral-7b.zh.mdx: -------------------------------------------------------------------------------- 1 | # Mistral 7B LLM 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/mixtral.ca.mdx: -------------------------------------------------------------------------------- 1 | # Mixtral 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/mixtral.es.mdx: -------------------------------------------------------------------------------- 1 | # Mixtral 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/mixtral.fi.mdx: -------------------------------------------------------------------------------- 1 | # Mixtral 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/mixtral.fr.mdx: -------------------------------------------------------------------------------- 1 | # Mixtral 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/mixtral.it.mdx: -------------------------------------------------------------------------------- 1 | # Mixtral 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/mixtral.jp.mdx: -------------------------------------------------------------------------------- 1 | # Mixtral 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/mixtral.kr.mdx: -------------------------------------------------------------------------------- 1 | # Mixtral 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/mixtral.pt.mdx: -------------------------------------------------------------------------------- 1 | # Mixtral 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/mixtral.tr.mdx: -------------------------------------------------------------------------------- 1 | # Mixtral 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/mixtral.zh.mdx: -------------------------------------------------------------------------------- 1 | # Mixtral 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/olmo.ca.mdx: -------------------------------------------------------------------------------- 1 | # OLMo 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/olmo.es.mdx: -------------------------------------------------------------------------------- 1 | # OLMo 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/olmo.fi.mdx: -------------------------------------------------------------------------------- 1 | # OLMo 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/olmo.fr.mdx: -------------------------------------------------------------------------------- 1 | # OLMo 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/olmo.it.mdx: -------------------------------------------------------------------------------- 1 | # OLMo 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/olmo.jp.mdx: -------------------------------------------------------------------------------- 1 | # OLMo 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/olmo.kr.mdx: -------------------------------------------------------------------------------- 1 | # OLMo 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/olmo.pt.mdx: -------------------------------------------------------------------------------- 1 | # OLMo 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/olmo.ru.mdx: -------------------------------------------------------------------------------- 1 | # OLMo 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/olmo.tr.mdx: -------------------------------------------------------------------------------- 1 | # OLMo 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/olmo.zh.mdx: -------------------------------------------------------------------------------- 1 | # OLMo 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/phi-2.ca.mdx: -------------------------------------------------------------------------------- 1 | # Phi-2 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/phi-2.es.mdx: -------------------------------------------------------------------------------- 1 | # Phi-2 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/phi-2.fi.mdx: -------------------------------------------------------------------------------- 1 | # Phi-2 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/phi-2.fr.mdx: -------------------------------------------------------------------------------- 1 | # Phi-2 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/phi-2.it.mdx: -------------------------------------------------------------------------------- 1 | # Phi-2 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/phi-2.jp.mdx: -------------------------------------------------------------------------------- 1 | # Phi-2 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/phi-2.kr.mdx: -------------------------------------------------------------------------------- 1 | # Phi-2 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/phi-2.pt.mdx: -------------------------------------------------------------------------------- 1 | # Phi-2 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/phi-2.ru.mdx: -------------------------------------------------------------------------------- 1 | # Phi-2 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/phi-2.tr.mdx: -------------------------------------------------------------------------------- 1 | # Phi-2 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/sora.ca.mdx: -------------------------------------------------------------------------------- 1 | # Sora 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/sora.es.mdx: -------------------------------------------------------------------------------- 1 | # Sora 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/sora.fi.mdx: -------------------------------------------------------------------------------- 1 | # Sora 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/sora.fr.mdx: -------------------------------------------------------------------------------- 1 | # Sora 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/sora.it.mdx: -------------------------------------------------------------------------------- 1 | # Sora 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/sora.kr.mdx: -------------------------------------------------------------------------------- 1 | # Sora 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/sora.pt.mdx: -------------------------------------------------------------------------------- 1 | # Sora 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/sora.ru.mdx: -------------------------------------------------------------------------------- 1 | # Sora 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/sora.tr.mdx: -------------------------------------------------------------------------------- 1 | # Sora 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/models/sora.zh.mdx: -------------------------------------------------------------------------------- 1 | # Sora 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/prompts.ca.mdx: -------------------------------------------------------------------------------- 1 | # Prompt Hub 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/prompts.de.mdx: -------------------------------------------------------------------------------- 1 | # Prompt Hub 2 | 3 | import PromptFiles from 'components/PromptFiles'; 4 | 5 | Der Prompt Hub ist eine Sammlung von Prompts, die nützlich sind, um die Fähigkeiten von LLMs in Bezug auf eine Vielzahl von grundlegenden Fähigkeiten und komplexen Aufgaben zu testen. Wir hoffen, dass der Prompt Hub Ihnen interessante Möglichkeiten aufzeigt, LLMs zu nutzen, und mit ihnen zu experimentieren und zu entwickeln. Wir ermutigen und begrüßen Beiträge aus der KI-Forschungs- und Entwicklergemeinschaft. 6 | 7 | 8 | -------------------------------------------------------------------------------- /pages/prompts.en.mdx: -------------------------------------------------------------------------------- 1 | # Prompt Hub 2 | 3 | import PromptFiles from 'components/PromptFiles' 4 | 5 | The Prompt Hub is a collection of prompts that are useful to test the capabilities of LLMs on a variety of fundamental capabilities and complex tasks. We hope the Prompt Hub helps you discover interesting ways to leverage, experiment, and build with LLMs. We encourage and welcome contributions from the AI research and developer community. 6 | 7 | 8 | -------------------------------------------------------------------------------- /pages/prompts.es.mdx: -------------------------------------------------------------------------------- 1 | # Prompt Hub 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/prompts.fi.mdx: -------------------------------------------------------------------------------- 1 | # Prompt Hub 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/prompts.fr.mdx: -------------------------------------------------------------------------------- 1 | # Prompt Hub 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/prompts.it.mdx: -------------------------------------------------------------------------------- 1 | # Prompt Hub 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/prompts.jp.mdx: -------------------------------------------------------------------------------- 1 | # Prompt Hub 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/prompts.kr.mdx: -------------------------------------------------------------------------------- 1 | # Prompt Hub 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/prompts.pt.mdx: -------------------------------------------------------------------------------- 1 | # Prompt Hub 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/prompts.ru.mdx: -------------------------------------------------------------------------------- 1 | # Prompt Hub 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/prompts.tr.mdx: -------------------------------------------------------------------------------- 1 | # Prompt Hub 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/prompts.zh.mdx: -------------------------------------------------------------------------------- 1 | # Prompt Hub 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/prompts/_meta.ca.json: -------------------------------------------------------------------------------- 1 | { 2 | "classification": "Classification", 3 | "coding": "Coding", 4 | "creativity": "Creativity", 5 | "evaluation": "Evaluation", 6 | "information-extraction": "Information Extraction", 7 | "image-generation": "Image Generation", 8 | "mathematics": "Mathematics", 9 | "question-answering": "Question Answering", 10 | "reasoning": "Reasoning", 11 | "text-summarization": "Text Summarization", 12 | "truthfulness": "Truthfulness", 13 | "adversarial-prompting": "Adversarial Prompting" 14 | } 15 | -------------------------------------------------------------------------------- /pages/prompts/_meta.de.json: -------------------------------------------------------------------------------- 1 | { 2 | "classification": "Klassifizierung", 3 | "coding": "Coding", 4 | "creativity": "Kreativität", 5 | "evaluation": "Evaluation", 6 | "information-extraction": "Informationsextraktion", 7 | "image-generation": "Bildgenerierung", 8 | "mathematics": "Mathematik ", 9 | "question-answering": "Fragebeantwortung", 10 | "reasoning": "Schlussfolgerungen", 11 | "text-summarization": "Textzusammenfassung", 12 | "truthfulness": "Wahrhaftigkeit", 13 | "adversarial-prompting": "Adversariales Prompting" 14 | } 15 | -------------------------------------------------------------------------------- /pages/prompts/_meta.en.json: -------------------------------------------------------------------------------- 1 | { 2 | "classification": "Classification", 3 | "coding": "Coding", 4 | "creativity": "Creativity", 5 | "evaluation": "Evaluation", 6 | "information-extraction": "Information Extraction", 7 | "image-generation": "Image Generation", 8 | "mathematics": "Mathematics", 9 | "question-answering": "Question Answering", 10 | "reasoning": "Reasoning", 11 | "text-summarization": "Text Summarization", 12 | "truthfulness": "Truthfulness", 13 | "adversarial-prompting": "Adversarial Prompting" 14 | } 15 | -------------------------------------------------------------------------------- /pages/prompts/_meta.es.json: -------------------------------------------------------------------------------- 1 | { 2 | "classification": "Classification", 3 | "coding": "Coding", 4 | "creativity": "Creativity", 5 | "evaluation": "Evaluation", 6 | "information-extraction": "Information Extraction", 7 | "image-generation": "Image Generation", 8 | "mathematics": "Mathematics", 9 | "question-answering": "Question Answering", 10 | "reasoning": "Reasoning", 11 | "text-summarization": "Text Summarization", 12 | "truthfulness": "Truthfulness", 13 | "adversarial-prompting": "Adversarial Prompting" 14 | } 15 | -------------------------------------------------------------------------------- /pages/prompts/_meta.fi.json: -------------------------------------------------------------------------------- 1 | { 2 | "classification": "Classification", 3 | "coding": "Coding", 4 | "creativity": "Creativity", 5 | "evaluation": "Evaluation", 6 | "information-extraction": "Information Extraction", 7 | "image-generation": "Image Generation", 8 | "mathematics": "Mathematics", 9 | "question-answering": "Question Answering", 10 | "reasoning": "Reasoning", 11 | "text-summarization": "Text Summarization", 12 | "truthfulness": "Truthfulness", 13 | "adversarial-prompting": "Adversarial Prompting" 14 | } 15 | -------------------------------------------------------------------------------- /pages/prompts/_meta.fr.json: -------------------------------------------------------------------------------- 1 | { 2 | "classification": "Classification", 3 | "coding": "Coding", 4 | "creativity": "Creativity", 5 | "evaluation": "Evaluation", 6 | "information-extraction": "Information Extraction", 7 | "image-generation": "Image Generation", 8 | "mathematics": "Mathematics", 9 | "question-answering": "Question Answering", 10 | "reasoning": "Reasoning", 11 | "text-summarization": "Text Summarization", 12 | "truthfulness": "Truthfulness", 13 | "adversarial-prompting": "Adversarial Prompting" 14 | } 15 | -------------------------------------------------------------------------------- /pages/prompts/_meta.it.json: -------------------------------------------------------------------------------- 1 | { 2 | "classification": "Classification", 3 | "coding": "Coding", 4 | "creativity": "Creativity", 5 | "evaluation": "Evaluation", 6 | "information-extraction": "Information Extraction", 7 | "image-generation": "Image Generation", 8 | "mathematics": "Mathematics", 9 | "question-answering": "Question Answering", 10 | "reasoning": "Reasoning", 11 | "text-summarization": "Text Summarization", 12 | "truthfulness": "Truthfulness", 13 | "adversarial-prompting": "Adversarial Prompting" 14 | } 15 | -------------------------------------------------------------------------------- /pages/prompts/_meta.jp.json: -------------------------------------------------------------------------------- 1 | { 2 | "classification": "Classification", 3 | "coding": "Coding", 4 | "creativity": "Creativity", 5 | "evaluation": "Evaluation", 6 | "information-extraction": "Information Extraction", 7 | "image-generation": "Image Generation", 8 | "mathematics": "Mathematics", 9 | "question-answering": "Question Answering", 10 | "reasoning": "Reasoning", 11 | "text-summarization": "Text Summarization", 12 | "truthfulness": "Truthfulness", 13 | "adversarial-prompting": "Adversarial Prompting" 14 | } 15 | -------------------------------------------------------------------------------- /pages/prompts/_meta.kr.json: -------------------------------------------------------------------------------- 1 | { 2 | "classification": "Classification", 3 | "coding": "Coding", 4 | "creativity": "Creativity", 5 | "evaluation": "Evaluation", 6 | "information-extraction": "Information Extraction", 7 | "image-generation": "Image Generation", 8 | "mathematics": "Mathematics", 9 | "question-answering": "Question Answering", 10 | "reasoning": "Reasoning", 11 | "text-summarization": "Text Summarization", 12 | "truthfulness": "Truthfulness", 13 | "adversarial-prompting": "Adversarial Prompting" 14 | } 15 | -------------------------------------------------------------------------------- /pages/prompts/_meta.pt.json: -------------------------------------------------------------------------------- 1 | { 2 | "classification": "Classification", 3 | "coding": "Coding", 4 | "creativity": "Creativity", 5 | "evaluation": "Evaluation", 6 | "information-extraction": "Information Extraction", 7 | "image-generation": "Image Generation", 8 | "mathematics": "Mathematics", 9 | "question-answering": "Question Answering", 10 | "reasoning": "Reasoning", 11 | "text-summarization": "Text Summarization", 12 | "truthfulness": "Truthfulness", 13 | "adversarial-prompting": "Adversarial Prompting" 14 | } 15 | -------------------------------------------------------------------------------- /pages/prompts/_meta.ru.json: -------------------------------------------------------------------------------- 1 | { 2 | "classification": "Classification", 3 | "coding": "Coding", 4 | "creativity": "Creativity", 5 | "evaluation": "Evaluation", 6 | "information-extraction": "Information Extraction", 7 | "image-generation": "Image Generation", 8 | "mathematics": "Mathematics", 9 | "question-answering": "Question Answering", 10 | "reasoning": "Reasoning", 11 | "text-summarization": "Text Summarization", 12 | "truthfulness": "Truthfulness", 13 | "adversarial-prompting": "Adversarial Prompting" 14 | } 15 | -------------------------------------------------------------------------------- /pages/prompts/_meta.tr.json: -------------------------------------------------------------------------------- 1 | { 2 | "classification": "Classification", 3 | "coding": "Coding", 4 | "creativity": "Creativity", 5 | "evaluation": "Evaluation", 6 | "information-extraction": "Information Extraction", 7 | "image-generation": "Image Generation", 8 | "mathematics": "Mathematics", 9 | "question-answering": "Question Answering", 10 | "reasoning": "Reasoning", 11 | "text-summarization": "Text Summarization", 12 | "truthfulness": "Truthfulness", 13 | "adversarial-prompting": "Adversarial Prompting" 14 | } 15 | -------------------------------------------------------------------------------- /pages/prompts/_meta.zh.json: -------------------------------------------------------------------------------- 1 | { 2 | "classification": "Classification", 3 | "coding": "Coding", 4 | "creativity": "Creativity", 5 | "evaluation": "Evaluation", 6 | "information-extraction": "Information Extraction", 7 | "image-generation": "Image Generation", 8 | "mathematics": "Mathematics", 9 | "question-answering": "Question Answering", 10 | "reasoning": "Reasoning", 11 | "text-summarization": "Text Summarization", 12 | "truthfulness": "Truthfulness", 13 | "adversarial-prompting": "Adversarial Prompting" 14 | } 15 | -------------------------------------------------------------------------------- /pages/prompts/adversarial-prompting.de.mdx: -------------------------------------------------------------------------------- 1 | # Adversariales Prompting in LLMs 2 | 3 | import ContentFileNames from 'components/ContentFileNames'; 4 | 5 | Dieser Abschnitt enthält eine Sammlung von Prompts, die das Bewusstsein für verschiedene Schwachstellen von LLMs schärft. 6 | 7 | 8 | -------------------------------------------------------------------------------- /pages/prompts/adversarial-prompting.en.mdx: -------------------------------------------------------------------------------- 1 | # Adversarial Prompting in LLMs 2 | 3 | import ContentFileNames from 'components/ContentFileNames' 4 | 5 | This section contains a collection of prompts for that raises awareness of different LLM vulnerabilities. 6 | 7 | -------------------------------------------------------------------------------- /pages/prompts/adversarial-prompting.jp.mdx: -------------------------------------------------------------------------------- 1 | # Adversarial Prompting in LLMs 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/prompts/adversarial-prompting.zh.mdx: -------------------------------------------------------------------------------- 1 | # 大型语言模型中的对抗性提示 2 | 3 | import ContentFileNames from 'components/ContentFileNames' 4 | 5 | 本部分包含一系列提示，旨在提高对不同大型语言模型（LLM）漏洞的认识。 6 | 7 | 8 | -------------------------------------------------------------------------------- /pages/prompts/adversarial-prompting/_meta.de.json: -------------------------------------------------------------------------------- 1 | { 2 | "prompt-injection": "Prompt Injection", 3 | "prompt-leaking": "Prompt Leaking", 4 | "jailbreaking-llms": "Jailbreaking" 5 | } -------------------------------------------------------------------------------- /pages/prompts/adversarial-prompting/_meta.en.json: -------------------------------------------------------------------------------- 1 | { 2 | "prompt-injection": "Prompt Injection", 3 | "prompt-leaking": "Prompt Leaking", 4 | "jailbreaking-llms": "Jailbreaking" 5 | } -------------------------------------------------------------------------------- /pages/prompts/adversarial-prompting/_meta.zh.json: -------------------------------------------------------------------------------- 1 | { 2 | "prompt-injection": "提示词注入", 3 | "prompt-leaking": "提示词泄露", 4 | "jailbreaking-llms": "'越狱'" 5 | } 6 | -------------------------------------------------------------------------------- /pages/prompts/classification.de.mdx: -------------------------------------------------------------------------------- 1 | # LLMs für Klassifizierung 2 | 3 | import ContentFileNames from 'components/ContentFileNames'; 4 | 5 | Dieser Abschnitt enthält eine Sammlung von Prompts für den Test der Klassifizierungsfähigkeiten von LLMs. 6 | 7 | 8 | -------------------------------------------------------------------------------- /pages/prompts/classification.en.mdx: -------------------------------------------------------------------------------- 1 | # LLMs for Classification 2 | 3 | import ContentFileNames from 'components/ContentFileNames' 4 | 5 | This section contains a collection of prompts for testing the test classification capabilities of LLMs. 6 | 7 | 8 | -------------------------------------------------------------------------------- /pages/prompts/classification.jp.mdx: -------------------------------------------------------------------------------- 1 | # LLMs for Classification 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/prompts/classification.zh.mdx: -------------------------------------------------------------------------------- 1 | # 使用大型语言模型（LLMs）进行分类 2 | 3 | import ContentFileNames from 'components/ContentFileNames' 4 | 5 | 本部分包含一系列提示，用于测试大型语言模型（LLMs）的文本分类能力。 6 | 7 | 8 | 9 | -------------------------------------------------------------------------------- /pages/prompts/classification/_meta.de.json: -------------------------------------------------------------------------------- 1 | { 2 | "sentiment": "Sentimentklassifikation", 3 | "sentiment-fewshot": "Few-Shot Sentimentklassifikation" 4 | } 5 | -------------------------------------------------------------------------------- /pages/prompts/classification/_meta.en.json: -------------------------------------------------------------------------------- 1 | { 2 | "sentiment": "Sentiment Classification", 3 | "sentiment-fewshot": "Few-Shot Sentiment Classification" 4 | } -------------------------------------------------------------------------------- /pages/prompts/classification/_meta.zh.json: -------------------------------------------------------------------------------- 1 | { 2 | "sentiment": "情感分类", 3 | "sentiment-fewshot": "小样本情感分类" 4 | } 5 | -------------------------------------------------------------------------------- /pages/prompts/coding.de.mdx: -------------------------------------------------------------------------------- 1 | # LLMs für die Codegenerierung 2 | 3 | import ContentFileNames from 'components/ContentFileNames'; 4 | 5 | Dieser Abschnitt enthält eine Sammlung von Prompts zum Testen der Codegenerierungsfähigkeiten von LLMs. 6 | 7 | 8 | -------------------------------------------------------------------------------- /pages/prompts/coding.en.mdx: -------------------------------------------------------------------------------- 1 | # LLMs for Code Generation 2 | 3 | import ContentFileNames from 'components/ContentFileNames' 4 | 5 | This section contains a collection of prompts for testing the code generation capabilities of LLMs. 6 | 7 | 8 | 9 | 10 | -------------------------------------------------------------------------------- /pages/prompts/coding.jp.mdx: -------------------------------------------------------------------------------- 1 | # LLMs for Code Generation 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/prompts/coding.zh.mdx: -------------------------------------------------------------------------------- 1 | # LLMs for Code Generation 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/prompts/coding/_meta.de.json: -------------------------------------------------------------------------------- 1 | { 2 | "code-snippet": "Code-Snippets generieren", 3 | "mysql-query": "Erzeugen von MySQL-Queries", 4 | "tikz": "TiKZ-Diagramm zeichnen" 5 | } 6 | -------------------------------------------------------------------------------- /pages/prompts/coding/_meta.en.json: -------------------------------------------------------------------------------- 1 | { 2 | "code-snippet": "Generate Code Snippet", 3 | "mysql-query": "Generate MySQL Query", 4 | "tikz": "Draw TiKZ Diagram" 5 | } 6 | -------------------------------------------------------------------------------- /pages/prompts/creativity.de.mdx: -------------------------------------------------------------------------------- 1 | # LLMs für Kreativität 2 | 3 | import ContentFileNames from 'components/ContentFileNames'; 4 | 5 | In diesem Abschnitt finden Sie eine Sammlung von Prompts zum Testen der Kreativitätsfähigkeiten von LLMs. 6 | 7 | 8 | -------------------------------------------------------------------------------- /pages/prompts/creativity.en.mdx: -------------------------------------------------------------------------------- 1 | # LLMs for Creativity 2 | 3 | import ContentFileNames from 'components/ContentFileNames' 4 | 5 | This section contains a collection of prompts for testing the creativity capabilities of LLMs. 6 | 7 | 8 | -------------------------------------------------------------------------------- /pages/prompts/creativity.jp.mdx: -------------------------------------------------------------------------------- 1 | # LLMs for Creativity 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/prompts/creativity.zh.mdx: -------------------------------------------------------------------------------- 1 | # LLMs for Creativity 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/prompts/creativity/_meta.de.json: -------------------------------------------------------------------------------- 1 | { 2 | "rhymes": "Reime", 3 | "infinite-primes": "Unendlichkeit der Primzahlen", 4 | "interdisciplinary": "Interdisziplinäre Aufgaben", 5 | "new-words": "Erfindung neuer Wörter" 6 | } 7 | -------------------------------------------------------------------------------- /pages/prompts/creativity/_meta.en.json: -------------------------------------------------------------------------------- 1 | { 2 | "rhymes": "Rhymes", 3 | "infinite-primes": "Infinite Primes", 4 | "interdisciplinary": "Interdisciplinary", 5 | "new-words": "Inventing New Words" 6 | } 7 | -------------------------------------------------------------------------------- /pages/prompts/evaluation.de.mdx: -------------------------------------------------------------------------------- 1 | # LLM Evaluation 2 | 3 | import ContentFileNames from 'components/ContentFileNames'; 4 | 5 | Dieser Abschnitt enthält eine Sammlung von Prompts, um die Fähigkeiten von LLMs zu testen, die zur Evaluation verwendet werden, welche das Nutzen der LLMs selbst als Beurteiler beinhaltet. 6 | 7 | 8 | -------------------------------------------------------------------------------- /pages/prompts/evaluation.en.mdx: -------------------------------------------------------------------------------- 1 | # LLM Evaluation 2 | 3 | import ContentFileNames from 'components/ContentFileNames' 4 | 5 | This section contains a collection of prompts for testing the capabilities of LLMs to be used for evaluation which involves using the LLMs themselves as a judge. 6 | 7 | 8 | -------------------------------------------------------------------------------- /pages/prompts/evaluation.jp.mdx: -------------------------------------------------------------------------------- 1 | # LLM Evaluation 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/prompts/evaluation.zh.mdx: -------------------------------------------------------------------------------- 1 | # LLM Evaluation 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/prompts/evaluation/_meta.de.json: -------------------------------------------------------------------------------- 1 | { 2 | "plato-dialogue": "Platons Dialog bewerten" 3 | } 4 | -------------------------------------------------------------------------------- /pages/prompts/evaluation/_meta.en.json: -------------------------------------------------------------------------------- 1 | { 2 | "plato-dialogue": "Evaluate Plato's Dialogue" 3 | } -------------------------------------------------------------------------------- /pages/prompts/image-generation.de.mdx: -------------------------------------------------------------------------------- 1 | # Bildgenerierung 2 | 3 | import ContentFileNames from 'components/ContentFileNames'; 4 | 5 | Dieser Abschnitt enthält eine Sammlung von Prompts zum Erkunden der Fähigkeiten von LLMs und multimodalen Modellen. 6 | 7 | 8 | -------------------------------------------------------------------------------- /pages/prompts/image-generation.en.mdx: -------------------------------------------------------------------------------- 1 | # Image Generation 2 | 3 | import ContentFileNames from 'components/ContentFileNames' 4 | 5 | This section contains a collection of prompts for exploring the capabilities of LLMs and multimodal models. 6 | 7 | 8 | -------------------------------------------------------------------------------- /pages/prompts/image-generation.jp.mdx: -------------------------------------------------------------------------------- 1 | # Image Generation 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/prompts/image-generation.zh.mdx: -------------------------------------------------------------------------------- 1 | # Image Generation 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/prompts/image-generation/_meta.de.json: -------------------------------------------------------------------------------- 1 | { 2 | "alphabet-person": "Eine Person mit Alphabet-Buchstaben zeichnen" 3 | } 4 | -------------------------------------------------------------------------------- /pages/prompts/image-generation/_meta.en.json: -------------------------------------------------------------------------------- 1 | { 2 | "alphabet-person": "Draw a Person Using Alphabet" 3 | } -------------------------------------------------------------------------------- /pages/prompts/information-extraction.de.mdx: -------------------------------------------------------------------------------- 1 | # Informationsextraktion mit LLMs 2 | 3 | import ContentFileNames from 'components/ContentFileNames'; 4 | 5 | Dieser Abschnitt enthält eine Sammlung von Prompts zur Erforschung der Fähigkeiten von LLMs zur Informationsextraktion. 6 | 7 | 11 | -------------------------------------------------------------------------------- /pages/prompts/information-extraction.en.mdx: -------------------------------------------------------------------------------- 1 | # Information Extraction with LLMs 2 | 3 | import ContentFileNames from 'components/ContentFileNames' 4 | 5 | This section contains a collection of prompts for exploring information extraction capabilities of LLMs. 6 | 7 | 8 | -------------------------------------------------------------------------------- /pages/prompts/information-extraction.jp.mdx: -------------------------------------------------------------------------------- 1 | # Information Extraction with LLMs 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/prompts/information-extraction.zh.mdx: -------------------------------------------------------------------------------- 1 | # Information Extraction with LLMs 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/prompts/information-extraction/_meta.de.json: -------------------------------------------------------------------------------- 1 | { 2 | "extract-models": "Modellnamen extrahieren" 3 | } 4 | -------------------------------------------------------------------------------- /pages/prompts/information-extraction/_meta.en.json: -------------------------------------------------------------------------------- 1 | { 2 | "extract-models": "Extract Model Names" 3 | } -------------------------------------------------------------------------------- /pages/prompts/mathematics.de.mdx: -------------------------------------------------------------------------------- 1 | # Mathematisches Verständnis mit LLMs 2 | 3 | import ContentFileNames from 'components/ContentFileNames'; 4 | 5 | Dieser Abschnitt enthält eine Sammlung von Prompts zum Testen der mathematischen Fähigkeiten von LLMs. 6 | 7 | 8 | -------------------------------------------------------------------------------- /pages/prompts/mathematics.en.mdx: -------------------------------------------------------------------------------- 1 | # Mathematical Understanding with LLMs 2 | 3 | import ContentFileNames from 'components/ContentFileNames' 4 | 5 | 6 | This section contains a collection of prompts for testing the mathematical capabilities of LLMs. 7 | 8 | 9 | -------------------------------------------------------------------------------- /pages/prompts/mathematics.jp.mdx: -------------------------------------------------------------------------------- 1 | # Mathematical Understanding with LLMs 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/prompts/mathematics.zh.mdx: -------------------------------------------------------------------------------- 1 | # Mathematical Understanding with LLMs 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/prompts/mathematics/_meta.de.json: -------------------------------------------------------------------------------- 1 | { 2 | "composite-functions": "Auswertung zusammengesetzter Funktionen", 3 | "odd-numbers": "Ungerade Zahlen addieren" 4 | } 5 | -------------------------------------------------------------------------------- /pages/prompts/mathematics/_meta.en.json: -------------------------------------------------------------------------------- 1 | { 2 | "composite-functions": "Evaluating Composite Functions", 3 | "odd-numbers": "Adding Odd Numbers" 4 | } 5 | -------------------------------------------------------------------------------- /pages/prompts/question-answering.de.mdx: -------------------------------------------------------------------------------- 1 | # Fragebeantwortung mit LLMs 2 | 3 | import ContentFileNames from 'components/ContentFileNames'; 4 | 5 | Dieser Abschnitt enthält eine Sammlung von Prompts zum Testen der Fragebeantwortungsfähigkeiten von LLMs. 6 | 7 | 8 | -------------------------------------------------------------------------------- /pages/prompts/question-answering.en.mdx: -------------------------------------------------------------------------------- 1 | # Question Answering with LLMs 2 | 3 | import ContentFileNames from 'components/ContentFileNames' 4 | 5 | This section contains a collection of prompts for testing the question answering capabilities of LLMs. 6 | 7 | -------------------------------------------------------------------------------- /pages/prompts/question-answering.jp.mdx: -------------------------------------------------------------------------------- 1 | # Question Answering with LLMs 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/prompts/question-answering.zh.mdx: -------------------------------------------------------------------------------- 1 | # Question Answering with LLMs 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/prompts/question-answering/_meta.de.json: -------------------------------------------------------------------------------- 1 | { 2 | "closed-domain": "Geschlossene Domänen-Fragenbeantwortung", 3 | "open-domain": "Offene Domänen-Fragenbeantwortung", 4 | "science-qa": "Wissenschaftliches Frage-Antworten" 5 | } 6 | -------------------------------------------------------------------------------- /pages/prompts/question-answering/_meta.en.json: -------------------------------------------------------------------------------- 1 | { 2 | "closed-domain": "Closed Domain Question Answering", 3 | "open-domain": "Open Domain Question Answering", 4 | "science-qa": "Science Question Answering" 5 | } -------------------------------------------------------------------------------- /pages/prompts/reasoning.de.mdx: -------------------------------------------------------------------------------- 1 | # Schlussfolgerungen mit LLMs 2 | 3 | import ContentFileNames from 'components/ContentFileNames'; 4 | 5 | Dieser Abschnitt beinhaltet eine Sammlung von Prompts, um die Schlussfolgerungsfähigkeiten von LLMs zu testen. 6 | 7 | 8 | -------------------------------------------------------------------------------- /pages/prompts/reasoning.en.mdx: -------------------------------------------------------------------------------- 1 | # Reasoning with LLMs 2 | 3 | import ContentFileNames from 'components/ContentFileNames' 4 | 5 | 6 | This section contains a collection of prompts for testing the reasoning capabilities of LLMs. 7 | 8 | 9 | -------------------------------------------------------------------------------- /pages/prompts/reasoning.jp.mdx: -------------------------------------------------------------------------------- 1 | # Reasoning with LLMs 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/prompts/reasoning.zh.mdx: -------------------------------------------------------------------------------- 1 | # Reasoning with LLMs 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/prompts/reasoning/_meta.de.json: -------------------------------------------------------------------------------- 1 | { 2 | "indirect-reasoning": "Indirektes Reasoning", 3 | "physical-reasoning": "Physisches Reasoning" 4 | } 5 | -------------------------------------------------------------------------------- /pages/prompts/reasoning/_meta.en.json: -------------------------------------------------------------------------------- 1 | { 2 | "indirect-reasoning": "Indirect Reasoning", 3 | "physical-reasoning": "Physical Reasoning" 4 | } -------------------------------------------------------------------------------- /pages/prompts/text-summarization.de.mdx: -------------------------------------------------------------------------------- 1 | # Textzusammenfassung mit LLMs 2 | 3 | import ContentFileNames from 'components/ContentFileNames'; 4 | 5 | Dieser Abschnitt enthält eine Sammlung von Prompts für die Erforschung der Textzusammenfassungsfähigkeiten von LLMs. 6 | 7 | 8 | -------------------------------------------------------------------------------- /pages/prompts/text-summarization.en.mdx: -------------------------------------------------------------------------------- 1 | # Text Summarization with LLMs 2 | 3 | import ContentFileNames from 'components/ContentFileNames' 4 | 5 | This section contains a collection of prompts for exploring text summarization capabilities of LLMs. 6 | 7 | -------------------------------------------------------------------------------- /pages/prompts/text-summarization.jp.mdx: -------------------------------------------------------------------------------- 1 | # Text Summarization with LLMs 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/prompts/text-summarization.zh.mdx: -------------------------------------------------------------------------------- 1 | # Text Summarization with LLMs 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/prompts/text-summarization/_meta.de.json: -------------------------------------------------------------------------------- 1 | { 2 | "explain-concept": "Konzepte erklären" 3 | } 4 | -------------------------------------------------------------------------------- /pages/prompts/text-summarization/_meta.en.json: -------------------------------------------------------------------------------- 1 | { 2 | "explain-concept": "Explain A Concept" 3 | } -------------------------------------------------------------------------------- /pages/prompts/truthfulness.de.mdx: -------------------------------------------------------------------------------- 1 | # Wahrhaftigkeit in LLMs 2 | 3 | import ContentFileNames from 'components/ContentFileNames'; 4 | 5 | Dieser Abschnitt enthält eine Sammlung von Prompts zum Erforschen der Wahrhaftigkeit in LLMs. 6 | 7 | 8 | -------------------------------------------------------------------------------- /pages/prompts/truthfulness.en.mdx: -------------------------------------------------------------------------------- 1 | # Truthfulness in LLMs 2 | 3 | import ContentFileNames from 'components/ContentFileNames' 4 | 5 | This section contains a collection of prompts for exploring truthfulness in LLMs. 6 | 7 | 8 | -------------------------------------------------------------------------------- /pages/prompts/truthfulness.jp.mdx: -------------------------------------------------------------------------------- 1 | # Truthfulness in LLMs 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. 4 | 5 | -------------------------------------------------------------------------------- /pages/prompts/truthfulness.zh.mdx: -------------------------------------------------------------------------------- 1 | # Truthfulness in LLMs 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. 4 | -------------------------------------------------------------------------------- /pages/prompts/truthfulness/_meta.de.json: -------------------------------------------------------------------------------- 1 | { 2 | "identify-hallucination": "Identifizieren von Halluzination" 3 | } 4 | -------------------------------------------------------------------------------- /pages/prompts/truthfulness/_meta.en.json: -------------------------------------------------------------------------------- 1 | { 2 | "identify-hallucination": "Hallucination Identification" 3 | } -------------------------------------------------------------------------------- /pages/research.ca.mdx: -------------------------------------------------------------------------------- 1 | # LLM Research Findings 2 | 3 | import ContentFileNames from 'components/ContentFileNames' 4 | 5 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. 6 | 7 | -------------------------------------------------------------------------------- /pages/research.de.mdx: -------------------------------------------------------------------------------- 1 | # LLM Research Findings 2 | 3 | import ContentFileNames from 'components/ContentFileNames' 4 | 5 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. 6 | 7 | -------------------------------------------------------------------------------- /pages/research.es.mdx: -------------------------------------------------------------------------------- 1 | # LLM Research Findings 2 | 3 | import ContentFileNames from 'components/ContentFileNames' 4 | 5 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. 6 | 7 | -------------------------------------------------------------------------------- /pages/research.fi.mdx: -------------------------------------------------------------------------------- 1 | # LLM Research Findings 2 | 3 | import ContentFileNames from 'components/ContentFileNames' 4 | 5 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. 6 | 7 | -------------------------------------------------------------------------------- /pages/research.fr.mdx: -------------------------------------------------------------------------------- 1 | # LLM Research Findings 2 | 3 | import ContentFileNames from 'components/ContentFileNames' 4 | 5 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. 6 | 7 | -------------------------------------------------------------------------------- /pages/research.it.mdx: -------------------------------------------------------------------------------- 1 | # LLM Research Findings 2 | 3 | import ContentFileNames from 'components/ContentFileNames' 4 | 5 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. 6 | 7 | -------------------------------------------------------------------------------- /pages/research.jp.mdx: -------------------------------------------------------------------------------- 1 | # LLM Research Findings 2 | 3 | import ContentFileNames from 'components/ContentFileNames' 4 | 5 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. 6 | 7 | -------------------------------------------------------------------------------- /pages/research.kr.mdx: -------------------------------------------------------------------------------- 1 | # LLM Research Findings 2 | 3 | import ContentFileNames from 'components/ContentFileNames' 4 | 5 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. 6 | 7 | -------------------------------------------------------------------------------- /pages/research.pt.mdx: -------------------------------------------------------------------------------- 1 | # LLM Research Findings 2 | 3 | import ContentFileNames from 'components/ContentFileNames' 4 | 5 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. 6 | 7 | -------------------------------------------------------------------------------- /pages/research.ru.mdx: -------------------------------------------------------------------------------- 1 | # LLM Research Findings 2 | 3 | import ContentFileNames from 'components/ContentFileNames' 4 | 5 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. 6 | 7 | -------------------------------------------------------------------------------- /pages/research.tr.mdx: -------------------------------------------------------------------------------- 1 | # LLM Research Findings 2 | 3 | import ContentFileNames from 'components/ContentFileNames' 4 | 5 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. 6 | 7 | -------------------------------------------------------------------------------- /pages/research.zh.mdx: -------------------------------------------------------------------------------- 1 | # LLM Research Findings 2 | 3 | import ContentFileNames from 'components/ContentFileNames' 4 | 5 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. 6 | 7 | -------------------------------------------------------------------------------- /pages/research/_meta.ca.json: -------------------------------------------------------------------------------- 1 | { 2 | "llm-agents": "LLM Agents", 3 | "rag": "RAG for LLMs", 4 | "trustworthiness-in-llms": "Trustworthiness in LLMs" 5 | } -------------------------------------------------------------------------------- /pages/research/_meta.de.json: -------------------------------------------------------------------------------- 1 | { 2 | "llm-agents": "LLM Agenten", 3 | "rag": "RAG für LLMs", 4 | "llm-reasoning": "LLM Reasoning", 5 | "rag-faithfulness": "RAG Zuverlässigkeit", 6 | "llm-recall": "LLM In-Context Recall", 7 | "thoughtsculpt": "ThoughtSculpt", 8 | "infini-attention": "Infini-Attention", 9 | "trustworthiness-in-llms": "Vertrauenswürdigkeit in LLMs", 10 | "llm-tokenization": "LLM Tokenisierung", 11 | "groq": "Was ist Groq?" 12 | } 13 | -------------------------------------------------------------------------------- /pages/research/_meta.en.json: -------------------------------------------------------------------------------- 1 | { 2 | "llm-agents": "LLM Agents", 3 | "rag": "RAG for LLMs", 4 | "llm-reasoning": "LLM Reasoning", 5 | "rag-faithfulness": "RAG Faithfulness", 6 | "llm-recall": "LLM In-Context Recall", 7 | "rag_hallucinations": "RAG Reduces Hallucination", 8 | "synthetic_data": "Synthetic Data", 9 | "thoughtsculpt": "ThoughtSculpt", 10 | "infini-attention": "Infini-Attention", 11 | "guided-cot": "LM-Guided CoT", 12 | "trustworthiness-in-llms": "Trustworthiness in LLMs", 13 | "llm-tokenization": "LLM Tokenization", 14 | "groq": "What is Groq?" 15 | } -------------------------------------------------------------------------------- /pages/research/_meta.es.json: -------------------------------------------------------------------------------- 1 | { 2 | "llm-agents": "LLM Agents", 3 | "rag": "RAG for LLMs", 4 | "trustworthiness-in-llms": "Trustworthiness in LLMs" 5 | } -------------------------------------------------------------------------------- /pages/research/_meta.fi.json: -------------------------------------------------------------------------------- 1 | { 2 | "llm-agents": "LLM Agents", 3 | "rag": "RAG for LLMs", 4 | "trustworthiness-in-llms": "Trustworthiness in LLMs" 5 | } -------------------------------------------------------------------------------- /pages/research/_meta.fr.json: -------------------------------------------------------------------------------- 1 | { 2 | "llm-agents": "LLM Agents", 3 | "rag": "RAG for LLMs", 4 | "trustworthiness-in-llms": "Trustworthiness in LLMs" 5 | } -------------------------------------------------------------------------------- /pages/research/_meta.it.json: -------------------------------------------------------------------------------- 1 | { 2 | "llm-agents": "LLM Agents", 3 | "rag": "RAG for LLMs", 4 | "trustworthiness-in-llms": "Trustworthiness in LLMs" 5 | } -------------------------------------------------------------------------------- /pages/research/_meta.jp.json: -------------------------------------------------------------------------------- 1 | { 2 | "llm-agents": "LLM Agents", 3 | "rag": "RAG for LLMs", 4 | "trustworthiness-in-llms": "Trustworthiness in LLMs" 5 | } -------------------------------------------------------------------------------- /pages/research/_meta.kr.json: -------------------------------------------------------------------------------- 1 | { 2 | "llm-agents": "LLM Agents", 3 | "rag": "RAG for LLMs", 4 | "trustworthiness-in-llms": "Trustworthiness in LLMs" 5 | } -------------------------------------------------------------------------------- /pages/research/_meta.pt.json: -------------------------------------------------------------------------------- 1 | { 2 | "llm-agents": "LLM Agents", 3 | "rag": "RAG for LLMs", 4 | "trustworthiness-in-llms": "Trustworthiness in LLMs" 5 | } -------------------------------------------------------------------------------- /pages/research/_meta.ru.json: -------------------------------------------------------------------------------- 1 | { 2 | "llm-agents": "LLM Agents", 3 | "rag": "RAG for LLMs", 4 | "trustworthiness-in-llms": "Trustworthiness in LLMs" 5 | } -------------------------------------------------------------------------------- /pages/research/_meta.tr.json: -------------------------------------------------------------------------------- 1 | { 2 | "llm-agents": "LLM Agents", 3 | "rag": "RAG for LLMs", 4 | "trustworthiness-in-llms": "Trustworthiness in LLMs" 5 | } -------------------------------------------------------------------------------- /pages/research/_meta.zh.json: -------------------------------------------------------------------------------- 1 | { 2 | "llm-agents": "LLM Agents", 3 | "rag": "RAG for LLMs", 4 | "llm-reasoning": "LLM Reasoning", 5 | "rag-faithfulness": "RAG Faithfulness", 6 | "llm-recall": "LLM In-Context Recall", 7 | "rag_hallucinations": "RAG Reduces Hallucination", 8 | "synthetic_data": "Synthetic Data", 9 | "thoughtsculpt": "ThoughtSculpt", 10 | "infini-attention": "Infini-Attention", 11 | "guided-cot": "LM-Guided CoT", 12 | "trustworthiness-in-llms": "Trustworthiness in LLMs", 13 | "llm-tokenization": "LLM Tokenization", 14 | "groq": "Groq 是什么？" 15 | } -------------------------------------------------------------------------------- /pages/research/llm-agents.ca.mdx: -------------------------------------------------------------------------------- 1 | # LLM Agents 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/research/llm-agents.es.mdx: -------------------------------------------------------------------------------- 1 | # LLM Agents 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/research/llm-agents.fi.mdx: -------------------------------------------------------------------------------- 1 | # LLM Agents 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/research/llm-agents.fr.mdx: -------------------------------------------------------------------------------- 1 | # LLM Agents 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/research/llm-agents.it.mdx: -------------------------------------------------------------------------------- 1 | # LLM Agents 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/research/llm-agents.jp.mdx: -------------------------------------------------------------------------------- 1 | # LLM Agents 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/research/llm-agents.pt.mdx: -------------------------------------------------------------------------------- 1 | # LLM Agents 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/research/llm-agents.ru.mdx: -------------------------------------------------------------------------------- 1 | # LLM Agents 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/research/llm-agents.tr.mdx: -------------------------------------------------------------------------------- 1 | # LLM Agents 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/research/rag-faithfulness.zh.mdx: -------------------------------------------------------------------------------- 1 | # RAG 模型的忠实度如何？ 2 | 3 | [Wu 等人（2024）的研究](https://arxiv.org/abs/2404.10198)旨在衡量 RAG 与 LLM 内部先验之间的角力。 4 | 5 | 研究重点分析了 GPT-4 和其他 LLMs 在问答任务上的表现。 6 | 7 | 研究发现，提供准确检索信息能显著减少模型错误，达到 94% 的准确率。 8 | 9 | !["RAG Faithfulness"](../../img/research/rag-faith.png) 10 | *来源：[Wu et al. (2024)](https://arxiv.org/abs/2404.10198)* 11 | 12 | 当文档中的错误信息增多且 LLM 的内部先验较弱时，LLM 更倾向于重复错误信息。但是，当 LLM 拥有较强的先验时，它们对此类错误的抵抗力更强。 13 | 14 | 论文还指出，修改后的信息与模型先验的差异越大，模型选择这种信息的可能性就越小。 15 | 16 | 由于许多开发者和公司已经在生产环境中使用 RAG 系统，这项工作强调了在使用大型语言模型时，评估上下文信息中的支持性、矛盾性和错误性内容的重要性。 17 | -------------------------------------------------------------------------------- /pages/research/rag.ca.mdx: -------------------------------------------------------------------------------- 1 | # Retrieval Augmented Generation (RAG) for LLMs 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/research/rag.es.mdx: -------------------------------------------------------------------------------- 1 | # Retrieval Augmented Generation (RAG) for LLMs 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/research/rag.fi.mdx: -------------------------------------------------------------------------------- 1 | # Retrieval Augmented Generation (RAG) for LLMs 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/research/rag.fr.mdx: -------------------------------------------------------------------------------- 1 | # Retrieval Augmented Generation (RAG) for LLMs 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/research/rag.it.mdx: -------------------------------------------------------------------------------- 1 | # Retrieval Augmented Generation (RAG) for LLMs 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/research/rag.jp.mdx: -------------------------------------------------------------------------------- 1 | # Retrieval Augmented Generation (RAG) for LLMs 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/research/rag.pt.mdx: -------------------------------------------------------------------------------- 1 | # Retrieval Augmented Generation (RAG) for LLMs 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/research/rag.ru.mdx: -------------------------------------------------------------------------------- 1 | # Retrieval Augmented Generation (RAG) for LLMs 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/research/rag.tr.mdx: -------------------------------------------------------------------------------- 1 | # Retrieval Augmented Generation (RAG) for LLMs 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/research/rag_hallucinations.zh.mdx: -------------------------------------------------------------------------------- 1 | 2 | # 利用 RAG 降低结构化输出中的虚假信息 3 | 4 | ServiceNow 的研究人员发表了一篇[新论文](https://arxiv.org/abs/2404.08189)，探讨了如何为结构化输出任务高效部署 RAG 系统。 5 | 6 | !["RAG Hallucination"](../../img/research/structured_outputs.png) 7 | 8 | RAG 系统整合了小型语言模型和极小型检索器。研究表明，RAG 使得在资源受限的环境下部署强大的 LLM 驱动的系统成为可能，同时减轻了虚假信息问题并提升了输出的可靠性。 9 | 10 | 论文讨论了一种极具实用价值的企业应用，即将自然语言需求转换为工作流程（以 JSON 格式）。这项任务能够极大提升生产力，尽管还有许多优化空间（例如，采用推测性解码或使用 YAML 代替 JSON）。 11 | 12 | 论文提供了关于如何在现实世界中有效开发 RAG 系统的宝贵见解和实用建议。 13 | -------------------------------------------------------------------------------- /pages/research/synthetic_data.zh.mdx: -------------------------------------------------------------------------------- 1 | # 语言模型合成数据的实用技巧与经验 2 | 3 | 这篇[论文](https://arxiv.org/abs/2404.07503)总结了语言模型合成数据的实用技巧与经验，由 Google DeepMind 及其他合作者共同发表。 4 | 5 | 该论文聚焦于合成数据，探讨了其在应用、挑战以及未来发展方向上的作用。鉴于 AI 领域合成数据带来的显著进步，这是一篇非常重要的论文。 6 | 7 | 我们深知，向模型提供高质量的数据越多，它们的性能就越好。然而，创建合成数据并不困难，真正的挑战在于确保其质量。 8 | 9 | 此外，该论文还讨论了在使用合成数据时需要关注的重要话题，如数据质量、事实性、忠实度、无偏见性、可信度、隐私等。 10 | 11 | 相关工作部分也列举了许多有价值的参考文献。 12 | -------------------------------------------------------------------------------- /pages/research/trustworthiness-in-llms.ca.mdx: -------------------------------------------------------------------------------- 1 | # Trustworthiness in LLMs 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/research/trustworthiness-in-llms.es.mdx: -------------------------------------------------------------------------------- 1 | # Trustworthiness in LLMs 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/research/trustworthiness-in-llms.fi.mdx: -------------------------------------------------------------------------------- 1 | # Trustworthiness in LLMs 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/research/trustworthiness-in-llms.fr.mdx: -------------------------------------------------------------------------------- 1 | # Trustworthiness in LLMs 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/research/trustworthiness-in-llms.it.mdx: -------------------------------------------------------------------------------- 1 | # Trustworthiness in LLMs 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/research/trustworthiness-in-llms.jp.mdx: -------------------------------------------------------------------------------- 1 | # Trustworthiness in LLMs 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/research/trustworthiness-in-llms.kr.mdx: -------------------------------------------------------------------------------- 1 | # Trustworthiness in LLMs 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/research/trustworthiness-in-llms.pt.mdx: -------------------------------------------------------------------------------- 1 | # Trustworthiness in LLMs 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/research/trustworthiness-in-llms.ru.mdx: -------------------------------------------------------------------------------- 1 | # Trustworthiness in LLMs 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/research/trustworthiness-in-llms.tr.mdx: -------------------------------------------------------------------------------- 1 | # Trustworthiness in LLMs 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/risks.jp.mdx: -------------------------------------------------------------------------------- 1 | # リスクと誤用 2 | 3 | import { Callout } from 'nextra-theme-docs' 4 | import ContentFileNames from 'components/ContentFileNames' 5 | 6 | 7 | 私たちは、few-shot学習やchain-of-thoughtプロンプトのようなテクニックを使って、うまく作られたプロンプトがさまざまなタスクでいかに効果的であるかをすでに見てきました。LLMの上に実世界のアプリケーションを構築することを考えると、言語モデルの誤用、リスク、安全対策について考えることが非常に重要になります。 8 | 9 | このセクションでは、プロンプトインジェクションのような手法によるLLMのリスクと誤用に焦点を当てます。また、有害な行動と、効果的なプロンプト技術によってそれを軽減する方法についても言及します。その他、一般化可能性、キャリブレーション、バイアス、社会的バイアス、事実性など、興味のあるトピックをいくつか挙げていきます。 10 | 11 | -------------------------------------------------------------------------------- /pages/risks.kr.mdx: -------------------------------------------------------------------------------- 1 | # Risks & Misuses 2 | 3 | import { Callout } from 'nextra-theme-docs' 4 | import ContentFileNames from 'components/ContentFileNames' 5 | 6 | 7 | 우리는 이미 잘 만들어진 프롬프트가 few-shot learning and chain-of-thought prompting과 같은 기법을 사용하여 다양한 작업에 얼마나 효과적인지 보았습니다. LLMs을 기반으로 실제 어플리케이션을 구축할 때 언어 모델과 관련된 오용, 위험 및 안전 관행에 대해 생각하는 것이 중요해졌습니다. 8 | 9 | 이 장에서는 프롬프트 삽입과 같은 기술을 통해 LLMs의 몇 가지 위험과 오용을 강조하는 데 중점을 둡니다. 또한 유해한 행동을 지적하고, 효과적인 프롬프트 기술을 통해 이를 잠재적으로 완화할 수 있는 방법을 강조합니다. 그 밖에도 일반화 가능성, 보정, 편향성, 사회적 편견, 사실성 등 다양한 주제를 다룹니다. 10 | 11 | 12 | -------------------------------------------------------------------------------- /pages/risks.zh.mdx: -------------------------------------------------------------------------------- 1 | # 风险和误用 2 | 3 | import { Callout } from 'nextra-theme-docs' 4 | import ContentFileNames from 'components/ContentFileNames' 5 | 6 | 7 | 我们已经看到了如何使用few-shot学习和链式思考提示等技术来完成各种任务，有效的精心制作的提示是多么的有效。当我们考虑在LLMs之上构建实际应用程序时，思考与语言模型相关的误用、风险和安全实践变得至关重要。 8 | 9 | 本节重点介绍了通过提示注入等技术来突出LLMs的一些风险和误用。它还强调了有害行为以及如何通过有效的提示技术来潜在地减轻它们。其他感兴趣的主题包括泛化能力、校准、偏见、社会偏见和事实性等等。 10 | 11 | 12 | -------------------------------------------------------------------------------- /pages/risks/_meta.ca.json: -------------------------------------------------------------------------------- 1 | { 2 | "adversarial": "Adversarial Prompting", 3 | "factuality": "Factualitat", 4 | "biases": "Sesgos" 5 | } -------------------------------------------------------------------------------- /pages/risks/_meta.de.json: -------------------------------------------------------------------------------- 1 | { 2 | "adversarial": "Adversariales Prompting", 3 | "factuality": "Faktentreue", 4 | "biases": "Verzerrungen (biases)" 5 | } 6 | 7 | -------------------------------------------------------------------------------- /pages/risks/_meta.en.json: -------------------------------------------------------------------------------- 1 | { 2 | "adversarial": "Adversarial Prompting", 3 | "factuality": "Factuality", 4 | "biases": "Biases" 5 | } 6 | -------------------------------------------------------------------------------- /pages/risks/_meta.es.json: -------------------------------------------------------------------------------- 1 | { 2 | "adversarial": "Adversarial Prompting", 3 | "factuality": "Veracidad", 4 | "biases": "Sesgos" 5 | } 6 | -------------------------------------------------------------------------------- /pages/risks/_meta.fi.json: -------------------------------------------------------------------------------- 1 | { 2 | "adversarial": "Adversarial Prompting", 3 | "factuality": "Factuality", 4 | "biases": "Biases" 5 | } 6 | -------------------------------------------------------------------------------- /pages/risks/_meta.fr.json: -------------------------------------------------------------------------------- 1 | { 2 | "adversarial": "Incitation contradictoire", 3 | "factuality": "Factualité", 4 | "biases": "Biases" 5 | } 6 | -------------------------------------------------------------------------------- /pages/risks/_meta.it.json: -------------------------------------------------------------------------------- 1 | { 2 | "adversarial": "Prompt Conflittuale", 3 | "factuality": "Fattualità", 4 | "biases": "Pregiudizi" 5 | } 6 | 7 | -------------------------------------------------------------------------------- /pages/risks/_meta.jp.json: -------------------------------------------------------------------------------- 1 | { 2 | "adversarial": "敵対的Prompting", 3 | "factuality": "事実性", 4 | "biases": "バイアス" 5 | } 6 | -------------------------------------------------------------------------------- /pages/risks/_meta.kr.json: -------------------------------------------------------------------------------- 1 | { 2 | "adversarial": "적대적 프롬프팅", 3 | "factuality": "사실성", 4 | "biases": "편향" 5 | } 6 | -------------------------------------------------------------------------------- /pages/risks/_meta.pt.json: -------------------------------------------------------------------------------- 1 | { 2 | "adversarial": "Adversarial Prompting", 3 | "factuality": "Factuality", 4 | "biases": "Biases" 5 | } 6 | -------------------------------------------------------------------------------- /pages/risks/_meta.ru.json: -------------------------------------------------------------------------------- 1 | { 2 | "adversarial": "Противоборствующий промптинг", 3 | "factuality": "Фактичность", 4 | "biases": "Предубеждения" 5 | } -------------------------------------------------------------------------------- /pages/risks/_meta.tr.json: -------------------------------------------------------------------------------- 1 | { 2 | "adversarial": "Düşmanca İstemler", 3 | "factuality": "Gerçeklik", 4 | "biases": "Önyargılar" 5 | } 6 | -------------------------------------------------------------------------------- /pages/risks/_meta.zh.json: -------------------------------------------------------------------------------- 1 | { 2 | "adversarial": "对抗性提示", 3 | "factuality": "真实性", 4 | "biases": "偏见" 5 | } 6 | -------------------------------------------------------------------------------- /pages/style.css: -------------------------------------------------------------------------------- 1 | pre { white-space: pre-wrap; } -------------------------------------------------------------------------------- /pages/techniques.ca.mdx: -------------------------------------------------------------------------------- 1 | # Tècniques de Prompts 2 | 3 | import ContentFileNames from 'components/ContentFileNames' 4 | 5 | Fins ara, hauria de ser evident que ajuda a millorar els prompts per obtenir millors resultats en diferents tasques. Aquesta és la idea principal darrere l'enginyeria de prompts. 6 | 7 | Encara que els exemples bàsics eren divertits, en aquesta secció tractem tècniques d'enginyeria de prompts més avançades que ens permeten aconseguir tasques més complexes i interessants. 8 | 9 | 10 | -------------------------------------------------------------------------------- /pages/techniques.es.mdx: -------------------------------------------------------------------------------- 1 | # Técnicas de prompting 2 | 3 | import ContentFileNames from 'components/ContentFileNames' 4 | 5 | A estas alturas, debería ser obvio que mejorar los prompts ayuda a obtener mejores resultados en diferentes tareas. Esa es la idea principal detrás de la ingeniería de prompts. 6 | 7 | Si bien los ejemplos básicos fueron divertidos, en esta sección cubriremos técnicas más avanzadas de ingeniería de prompts que nos permiten lograr tareas más complejas e interesantes. 8 | 9 | 10 | -------------------------------------------------------------------------------- /pages/techniques.fi.mdx: -------------------------------------------------------------------------------- 1 | # Kehotesuunnittelutekniikat 2 | 3 | import ContentFileNames from 'components/ContentFileNames' 4 | 5 | Tähän mennessä pitäisi olla selvää, että kehotteiden parantaminen auttaa saamaan parempia tuloksia eri tehtävissä. Se on koko kehotesuunnittelun idea. 6 | 7 | Vaikka perusesimerkit olivat hauskoja, tässä osiossa käsittelemme edistyneempiä kehotesuunnittelutekniikoita, joiden avulla voimme suorittaa monimutkaisempia ja mielenkiintoisempia tehtäviä. 8 | 9 | 10 | -------------------------------------------------------------------------------- /pages/techniques.fr.mdx: -------------------------------------------------------------------------------- 1 | # Prompting Techniques 2 | 3 | import ContentFileNames from 'components/ContentFileNames' 4 | 5 | 6 | À ce stade, il devrait être évident que l'amélioration des prompts contribue à obtenir de meilleurs résultats sur différentes tâches. C'est l'idée principale derrière l'ingénierie de prompts. 7 | 8 | Bien que les exemples de base aient été amusants, dans cette section, nous abordons des techniques plus avancées d'ingénierie de prompts qui nous permettent d'accomplir des tâches plus complexes et intéressantes. 9 | 10 | 11 | -------------------------------------------------------------------------------- /pages/techniques.jp.mdx: -------------------------------------------------------------------------------- 1 | # プロンプトエンジニアリング技術 2 | 3 | import ContentFileNames from 'components/ContentFileNames' 4 | 5 | この時点で明らかになっているように、異なるタスクでより良い結果を得るために、プロンプトを改善することが役立つことがわかりました。これがプロンプトエンジニアリングのアイデア全体です。 6 | 7 | 基本的な例は楽しかったですが、このセクションでは、より高度なプロンプトエンジニアリング技術を紹介し、より複雑で興味深いタスクを達成することができます。 8 | 9 | 10 | -------------------------------------------------------------------------------- /pages/techniques.kr.mdx: -------------------------------------------------------------------------------- 1 | # Prompting Techniques 2 | 3 | import ContentFileNames from 'components/ContentFileNames' 4 | 5 | 이쯤 되면 프롬프트를 개선하여 다양한 작업에서 더 나은 결과를 얻는 것이 도움이 된다는 것이 분명해졌을 것입니다. 이것이 바로 프롬프트 엔지니어링의 기본 개념입니다. 6 | 7 | 기본적인 예제는 재미있었지만, 이 장에서는 더 복잡하고 흥미로운 작업을 수행할 수 있는 고급 프롬프트 엔지니어링 기법을 다룹니다. 8 | 9 | 10 | -------------------------------------------------------------------------------- /pages/techniques.pt.mdx: -------------------------------------------------------------------------------- 1 | # Técnicas de Prompting 2 | 3 | import ContentFileNames from 'components/ContentFileNames' 4 | 5 | A essa altura, deve ser óbvio que ajuda a melhorar os prompts para obter melhores resultados em diferentes tarefas. Essa é a ideia por trás da engenharia de prompt. 6 | 7 | Embora os exemplos básicos tenham sido divertidos, nesta seção abordamos técnicas de engenharia de solicitação mais avançadas que nos permitem realizar tarefas mais complexas e interessantes. 8 | 9 | 10 | -------------------------------------------------------------------------------- /pages/techniques.ru.mdx: -------------------------------------------------------------------------------- 1 | # Техники промптинга 2 | 3 | import ContentFileNames from 'components/ContentFileNames' 4 | 5 | 6 | На данном этапе уже становится очевидным, что улучшение формулировки запросов помогает достичь лучших результатов в различных задачах. Вот основная идея, стоящая за техниками промптинга. 7 | 8 | Хотя базовые примеры были интересными, в этом разделе мы рассмотрим более продвинутые техники формулировки запросов, которые позволяют нам решать более сложные и интересные задачи. 9 | 10 | 11 | -------------------------------------------------------------------------------- /pages/techniques.tr.mdx: -------------------------------------------------------------------------------- 1 | # İstem Teknikleri 2 | 3 | import ContentFileNames from 'components/ContentFileNames' 4 | 5 | Bu aşamada, farklı görevlerde daha iyi sonuçlar elde etmek için istemleri geliştirmenin yardımcı olduğu açık olmalıdır. Bu, istem mühendisliğinin tüm fikrinin arkasındadır. 6 | 7 | Temel örnekler eğlenceli olsada, bu bölümde daha karmaşık ve ilginç görevler gerçekleştirmemize olanak sağlayan daha gelişmiş istem mühendislik tekniklerini ele alıyoruz. 8 | 9 | 10 | -------------------------------------------------------------------------------- /pages/techniques.zh.mdx: -------------------------------------------------------------------------------- 1 | # 提示技术 2 | 3 | import ContentFileNames from 'components/ContentFileNames' 4 | 5 | 时至今日，改进提示词显然有助于在不同任务上获得更好的结果。这就是提示工程背后的整个理念。 6 | 7 | 尽管基础示例很有趣，但在本节中，我们将介绍更高级的提示工程技术，使我们能够完成更复杂和有趣的任务。 8 | 9 | 10 | -------------------------------------------------------------------------------- /pages/techniques/_meta.zh.json: -------------------------------------------------------------------------------- 1 | { 2 | "zeroshot": "零样本提示", 3 | "fewshot": "少样本提示", 4 | "cot": "链式思考（CoT）提示", 5 | "consistency": "自我一致性", 6 | "knowledge": "生成知识提示", 7 | "prompt_chaining": "Prompt Chaining", 8 | "tot": "思维树（ToT）", 9 | "rag": "检索增强生成 (RAG)", 10 | "art": "自动推理并使用工具（ART）", 11 | "ape": "自动提示工程师", 12 | "activeprompt": "Active-Prompt", 13 | "dsp": "方向性刺激提示", 14 | "pal": "Program-Aided Language Models", 15 | "react": "ReAct框架", 16 | "reflexion": "Reflexion", 17 | "multimodalcot": "多模态思维链提示方法", 18 | "graph": "基于图的提示" 19 | } 20 | -------------------------------------------------------------------------------- /pages/techniques/art.ca.mdx: -------------------------------------------------------------------------------- 1 | # Automatic Reasoning and Tool-use (ART) 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/techniques/art.es.mdx: -------------------------------------------------------------------------------- 1 | # Automatic Reasoning and Tool-use (ART) 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/techniques/art.fi.mdx: -------------------------------------------------------------------------------- 1 | # Automatic Reasoning and Tool-use (ART) 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/techniques/art.fr.mdx: -------------------------------------------------------------------------------- 1 | # Automatic Reasoning and Tool-use (ART) 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/techniques/art.jp.mdx: -------------------------------------------------------------------------------- 1 | # Automatic Reasoning and Tool-use (ART) 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/techniques/art.ru.mdx: -------------------------------------------------------------------------------- 1 | # Automatic Reasoning and Tool-use (ART) 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/techniques/dsp.zh.mdx: -------------------------------------------------------------------------------- 1 | # 方向性刺激提示 2 | 3 | import { Callout, FileTree } from 'nextra-theme-docs' 4 | import {Screenshot} from 'components/screenshot' 5 | import DSP from '../../img/dsp.jpeg' 6 | 7 | [Li 等人，（2023）](https://arxiv.org/abs/2302.11520)提出了一种新的提示技术，以更好地指导 LLM 生成所需的摘要。 8 | 9 | 训练了一个可调节的策略 LM 来生成刺激/提示。越来越多地使用RL来优化 LLM。 10 | 11 | 下图显示了方向性刺激提示与标准提示的比较。策略 LM 可以很小，并且可以优化以生成指导黑盒冻结 LLM 的提示。 12 | 13 | 14 | 图片来源：[Li 等人，（2023）](https://arxiv.org/abs/2302.11520) 15 | 16 | 完整示例即将推出！ -------------------------------------------------------------------------------- /pages/techniques/graph.ca.mdx: -------------------------------------------------------------------------------- 1 | # GraphPrompts 2 | 3 | [Liu et al., 2023](https://arxiv.org/abs/2302.08043) introdueix GraphPrompt, un nou marc d'estímuls per a gràfics per millorar el rendiment en tasques de riu avall. 4 | 5 | Més informació aviat! -------------------------------------------------------------------------------- /pages/techniques/graph.de.mdx: -------------------------------------------------------------------------------- 1 | # GraphPrompts 2 | 3 | [Liu et al., 2023](https://arxiv.org/abs/2302.08043) stellen GraphPrompt vor, ein neues Prompting-Framework für Graphen, um die Leistung bei nachgelagerten Aufgaben zu verbessern. 4 | 5 | Bald gibt es mehr! 6 | -------------------------------------------------------------------------------- /pages/techniques/graph.en.mdx: -------------------------------------------------------------------------------- 1 | # GraphPrompts 2 | 3 | [Liu et al., 2023](https://arxiv.org/abs/2302.08043) introduces GraphPrompt, a new prompting framework for graphs to improve performance on downstream tasks. 4 | 5 | More coming soon! -------------------------------------------------------------------------------- /pages/techniques/graph.es.mdx: -------------------------------------------------------------------------------- 1 | # Prompt de grafo 2 | 3 | [Liu et al., 2023](https://arxiv.org/abs/2302.08043) intrroduce GraphPrompt, un nuevo framework de prompt para grafos para mejorar el rendimiento en tareas posteriores. 4 | 5 | ¡Más información en breve! 6 | -------------------------------------------------------------------------------- /pages/techniques/graph.fi.mdx: -------------------------------------------------------------------------------- 1 | # Graafikehote 2 | 3 | [Liu ym., 2023](https://arxiv.org/abs/2302.08043) esittelee GraphPromptin, uuden kehoterakenteen graafeille, joka parantaa suorituskykyä johdannaisissa tehtävissä. 4 | 5 | Lisää tulossa pian! -------------------------------------------------------------------------------- /pages/techniques/graph.fr.mdx: -------------------------------------------------------------------------------- 1 | # GraphPrompts 2 | 3 | [Liu et al., 2023](https://arxiv.org/abs/2302.08043) présente GraphPrompt, un nouveau cadre d'incitation pour les graphes afin d'améliorer les performances sur les tâches en aval. 4 | 5 | Bientôt plus ! -------------------------------------------------------------------------------- /pages/techniques/graph.it.mdx: -------------------------------------------------------------------------------- 1 | # Graph Prompt 2 | 3 | [Liu et al., 2023](https://arxiv.org/abs/2302.08043) presenta GraphPrompt, un nuovo framework di prompting per i grafi per migliorare le prestazioni dei compiti a valle. 4 | 5 | Altre novità in arrivo! 6 | -------------------------------------------------------------------------------- /pages/techniques/graph.jp.mdx: -------------------------------------------------------------------------------- 1 | # グラフプロンプト（GraphPrompts） 2 | 3 | [Liu et al., 2023](https://arxiv.org/abs/2302.08043)は、グラフのための新しいプロンプティングフレームワークであるGraphPromptを紹介し、下流タスクのパフォーマンスを向上させます。 4 | 5 | 詳細は近日中に公開されます！ -------------------------------------------------------------------------------- /pages/techniques/graph.kr.mdx: -------------------------------------------------------------------------------- 1 | # GraphPrompts 2 | 3 | [Liu et al., 2023](https://arxiv.org/abs/2302.08043)에서는 다운스트림 작업의 성능을 개선하기 위해 그래프를 위한 새로운 프롬프팅 프레임워크인 GraphPrompt를 소개합니다. 4 | 5 | 더 많은 예제가 곧 추가될 예정입니다! -------------------------------------------------------------------------------- /pages/techniques/graph.pt.mdx: -------------------------------------------------------------------------------- 1 | # GraphPrompts 2 | 3 | [Liu et al., 2023](https://arxiv.org/abs/2302.08043) introduces GraphPrompt, a new prompting framework for graphs to improve performance on downstream tasks. 4 | 5 | More coming soon! -------------------------------------------------------------------------------- /pages/techniques/graph.ru.mdx: -------------------------------------------------------------------------------- 1 | # GraphPrompts 2 | 3 | [Liu и др., 2023](https://arxiv.org/abs/2302.08043) представляют GraphPrompt, новый фреймворк для формулировки запросов для графов, с целью повышения производительности на задачах в последующем этапе. 4 | 5 | Больше информации скоро будет представлено! 6 | -------------------------------------------------------------------------------- /pages/techniques/graph.tr.mdx: -------------------------------------------------------------------------------- 1 | # GraphPrompts 2 | 3 | [Liu ve diğerleri, 2023](https://arxiv.org/abs/2302.08043) GraphPrompt'ı tanıtır, bu yeni bir çerçeve olup grafikler için istemleri geliştirerek ilerleyen görevlerdeki performansı artırmayı hedefler. 4 | 5 | Daha fazlası yakında! -------------------------------------------------------------------------------- /pages/techniques/graph.zh.mdx: -------------------------------------------------------------------------------- 1 | # GraphPrompts 2 | 3 | [Liu等人，2023](https://arxiv.org/abs/2302.08043)介绍了GraphPrompt，一种新的图形提示框架，用于提高下游任务的性能。 4 | 5 | 更多内容即将到来！ -------------------------------------------------------------------------------- /pages/techniques/multimodalcot.zh.mdx: -------------------------------------------------------------------------------- 1 | # 多模态思维链提示方法 2 | 3 | import { Callout, FileTree } from 'nextra-theme-docs' 4 | import {Screenshot} from 'components/screenshot' 5 | import MCOT from '../../img/multimodal-cot.png' 6 | 7 | 最近，[Zhang等人（2023）](https://arxiv.org/abs/2302.00923)提出了一种多模态思维链提示方法。传统的思维链提示方法侧重于语言模态。相比之下，多模态思维链提示将文本和视觉融入到一个两阶段框架中。第一步涉及基于多模态信息的理性生成。接下来是第二阶段的答案推断，它利用生成的理性信息。 8 | 9 | 多模态CoT模型（1B）在ScienceQA基准测试中的表现优于GPT-3.5。 10 | 11 | 12 | 图片来源：[Zhang et al. (2023)](https://arxiv.org/abs/2302.00923) 13 | 14 | 进一步阅读： 15 | - [语言不是你所需要的全部：将感知与语言模型对齐](https://arxiv.org/abs/2302.14045)（2023年2月） -------------------------------------------------------------------------------- /pages/techniques/prompt_chaining.ca.mdx: -------------------------------------------------------------------------------- 1 | # Prompt Chaining 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/techniques/prompt_chaining.es.mdx: -------------------------------------------------------------------------------- 1 | # Prompt Chaining 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/techniques/prompt_chaining.fi.mdx: -------------------------------------------------------------------------------- 1 | # Prompt Chaining 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/techniques/prompt_chaining.pt.mdx: -------------------------------------------------------------------------------- 1 | # Prompt Chaining 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/techniques/prompt_chaining.tr.mdx: -------------------------------------------------------------------------------- 1 | # Prompt Chaining 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/techniques/rag.ca.mdx: -------------------------------------------------------------------------------- 1 | # Retrieval Augmented Generation (RAG) 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/techniques/rag.fi.mdx: -------------------------------------------------------------------------------- 1 | # Retrieval Augmented Generation (RAG) 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/techniques/rag.ru.mdx: -------------------------------------------------------------------------------- 1 | # Retrieval Augmented Generation (RAG) 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/techniques/react.jp.mdx: -------------------------------------------------------------------------------- 1 | # ReAct 2 | 3 | import { Callout, FileTree } from 'nextra-theme-docs' 4 | import {Screenshot} from 'components/screenshot' 5 | import REACT from '../../img/react.png' 6 | 7 | [Yao et al.、2022](https://arxiv.org/abs/2210.03629)は、LLMが交互に推論トレースとタスク固有のアクションを生成するフレームワークを紹介しました。推論トレースの生成により、モデルはアクション計画を誘導、追跡、更新し、例外を処理することができます。アクションステップにより、知識ベースや環境などの外部ソースとのインターフェースや情報収集が可能になります。 8 | 9 | ReActフレームワークは、LLMが外部ツールと対話して追加情報を取得し、より信頼性の高い事実に基づく回答を生成することができます。 10 | 11 | 12 | Image Source: [Yao et al., 2022](https://arxiv.org/abs/2210.03629) 13 | 14 | 具体的な例は近日中に公開します！ -------------------------------------------------------------------------------- /pages/techniques/reflexion.ca.mdx: -------------------------------------------------------------------------------- 1 | # Reflexion 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/techniques/reflexion.es.mdx: -------------------------------------------------------------------------------- 1 | # Reflexion 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/techniques/reflexion.fi.mdx: -------------------------------------------------------------------------------- 1 | # Reflexion 2 | 3 | This page needs a translation! 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Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/techniques/reflexion.pt.mdx: -------------------------------------------------------------------------------- 1 | # Reflexion 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/techniques/reflexion.ru.mdx: -------------------------------------------------------------------------------- 1 | # Reflexion 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/techniques/reflexion.tr.mdx: -------------------------------------------------------------------------------- 1 | # Reflexion 2 | 3 | This page needs a translation! Feel free to contribute a translation by clicking the `Edit this page` button on the right. -------------------------------------------------------------------------------- /pages/techniques/tot.ca.mdx: -------------------------------------------------------------------------------- 1 | # Tree of Thoughts (ToT) 2 | 3 | This page needs a translation! 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Feel free to contribute a translation by clicking the `Edit this page` button on the right side. -------------------------------------------------------------------------------- /pages/techniques/zeroshot.zh.mdx: -------------------------------------------------------------------------------- 1 | # 零样本提示 2 | 如今，经过大量数据训练并调整指令的LLM能够执行零样本任务。我们在前一节中尝试了一些零样本示例。以下是我们使用的一个示例： 3 | 4 | *提示：* 5 | ``` 6 | 将文本分类为中性、负面或正面。 7 | 8 | 文本：我认为这次假期还可以。 9 | 情感： 10 | ``` 11 | 12 | *输出：* 13 | ``` 14 | 中性 15 | ``` 16 | 17 | 请注意，在上面的提示中，我们没有向模型提供任何示例——这就是零样本能力的作用。 18 | 19 | 指令调整已被证明可以改善零样本学习[Wei等人（2022）](https://arxiv.org/pdf/2109.01652.pdf)。指令调整本质上是在通过指令描述的数据集上微调模型的概念。此外，[RLHF](https://arxiv.org/abs/1706.03741)（来自人类反馈的强化学习）已被采用以扩展指令调整，其中模型被调整以更好地适应人类偏好。这一最新发展推动了像ChatGPT这样的模型。我们将在接下来的章节中讨论所有这些方法和方法。 20 | 21 | 当零样本不起作用时，建议在提示中提供演示或示例，这就引出了少样本提示。在下一节中，我们将演示少样本提示。 22 | -------------------------------------------------------------------------------- /public/144-favicon-dark.svg: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | -------------------------------------------------------------------------------- /public/144-favicon.svg: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | -------------------------------------------------------------------------------- /tsconfig.json: -------------------------------------------------------------------------------- 1 | { 2 | "compilerOptions": { 3 | "target": "es5", 4 | "lib": ["dom", "dom.iterable", "esnext"], 5 | "allowJs": true, 6 | "skipLibCheck": true, 7 | "strict": false, 8 | "forceConsistentCasingInFileNames": true, 9 | "noEmit": true, 10 | "incremental": true, 11 | "esModuleInterop": true, 12 | "module": "esnext", 13 | "moduleResolution": "node", 14 | "resolveJsonModule": true, 15 | "isolatedModules": true, 16 | "jsx": "preserve" 17 | }, 18 | "include": ["next-env.d.ts", "**/*.ts", "**/*.tsx"], 19 | "exclude": ["node_modules"] 20 | } --------------------------------------------------------------------------------