Arno-prompts

Arno's Classical Prompts Collections to solve various kinds of problems.

Prompt Template

• see -> prompt.tpl.md

Learn to write prompts

• Learning Prompt Wiki

Prompt Patterns

Basic Patterns:

• zero-shot
• one / few-shot

Reasoning

• chain of thought: think step by step offering reasoning process
• self-consistency
• tree of thoughts

Consider a multi-step reasoning problem like the following:

Question: If a store has 10 apples and 8 oranges, and it sells 6 apples and 4 oranges, how many fruits are left in the store?

Instead of directly answering the question, the chain-of-thought prompting would require the language model to produce a series of short sentences that mimic a human's reasoning process:

The store has 10 apples.
The store has 8 oranges.
6 apples are sold.
4 oranges are sold.
There are 10 - 6 = 4 apples left.
There are 8 - 4 = 4 oranges left.
The store now has 4 apples + 4 oranges = 8 fruits.

Using self-consistency, the language model generates multiple reasoning paths.

RAG

This is a complex topic.

General-purpose language models can be fine-tuned to achieve several common tasks such as sentiment analysis and named entity recognition. These tasks generally don't require additional background knowledge.

For more complex and knowledge-intensive tasks, it's possible to build a language model-based system that accesses external knowledge sources to complete tasks. This enables more factual consistency, improves reliability of the generated responses, and helps to mitigate the problem of "hallucination".

PAL

Use lang-chain or related tool / framework to systematically interact with the model.

Tools & Functions

• Math
• Data
• Plot
• ...

Prompt List

.
├── README.md
├── auto-gpt-prompt.summary.md
├── auto-gpt.prompt.raw.md
├── basic-prompt-framework.arno.md
├── chain-of-thought.arno.md
├── coze-bilibili-assistant
├── coze-official-prompt-tpl.md
├── crispe-prompt-framework.arno.md
├── dalle-3.md
├── information
│   ├── html-long-context-crawler.md
│   ├── html-long-context-table-generator.md
│   └── info-extractor.md
├── inversetment
│   ├── general-conception-explainer.md
│   ├── general-stock-investment-advisor.md
│   └── samples
│       └── stock-key-index-comparator.md
├── lifestyle
│   ├── cancer-dignostic-helper.md
│   └── nutrient-advisor.md
├── midjourney
│   ├── avatar
│   │   ├── manga.md
│   │   └── sa.md
│   ├── icon
│   │   └── ai-studio.md
│   ├── midj-generator.md
│   └── portrait
│       └── anime-teacher.md
├── patterns
│   ├── basic-prompt-framework.pattern.md
│   ├── crispe.prompt.framework.pattern.md
│   ├── promgramming.pattern.md
│   └── react.prompt.framework.pattern.md
├── programming
│   ├── biz
│   │   ├── crawler.md
│   │   └── front-end-code-assistant.md
│   ├── css
│   │   ├── css-advisor.md
│   │   └── css-assistant.md
│   ├── db
│   │   ├── instances
│   │   │   └── json2prisma.r1.md
│   │   ├── json2prisma.md
│   │   ├── prisma-assistant.md
│   │   ├── prisma-schema-designer.md
│   │   └── prisma-validator.md
│   ├── deisgn
│   │   └── plantuml.md
│   ├── fe
│   │   ├── antd
│   │   │   ├── antd-component-bot.md
│   │   │   ├── antd-component-converter.md
│   │   │   ├── antd-form-generator.md
│   │   │   ├── antd-general-component-writter.md
│   │   │   ├── antd-info-fields.md
│   │   │   ├── antd-pro-table-component.md
│   │   │   ├── antd-statistic-info-generator.md
│   │   │   ├── examples
│   │   │   └── prisma-schema2form.md
│   │   ├── editor
│   │   │   └── prose-mirror.dev.md
│   │   ├── fe-general-animation.md
│   │   ├── fe-general-assistant.md
│   │   ├── react
│   │   │   └── react-helper.md
│   │   └── vscode-assistant.md
│   ├── full-stack
│   │   ├── client-table-crud-operation.md
│   │   ├── curd-client-detail-page.md
│   │   ├── general-ui-component-generator.md
│   │   ├── nlp-2-prisma-schema.md
│   │   ├── primsa-schema-based-service-generator.md
│   │   ├── prisma-nextjs-api-route-resource-get-update.md
│   │   ├── prisma-schema-based-api-generator.md
│   │   ├── sever-page-generator.md
│   │   ├── ui-form-drawer-update-and-create.md
│   │   └── x-state
│   │       ├── x-state-helper.bot.md
│   │       └── x-state-vision.md
│   ├── json
│   │   └── json-operator.md
│   ├── nextjs
│   │   └── nextjs-assistant.md
│   ├── node.js
│   │   ├── code-enhancement.md
│   │   ├── general-function.writer.md
│   │   └── node-script.md
│   ├── qa
│   │   └── general.question.query.md
│   ├── server
│   │   └── nginx
│   │       ├── nginx-config.md
│   │       └── nginx-validator.md
│   ├── shell
│   │   ├── instances
│   │   │   └── shell-modify.md
│   │   ├── shell-assistant.md
│   │   └── shell-auto-corrention.md
│   ├── sql
│   │   ├── sql-assistant.md
│   │   ├── sql-generator.md
│   │   └── sql-prisma-based.md
│   ├── tests
│   │   ├── instances
│   │   │   └── unit-test.for-browser.context.md
│   │   ├── unit-test-enhance.nodejs.md
│   │   └── unit-test.nodejs.md
│   ├── typescript
│   │   ├── general-ts-assistant.md
│   │   ├── instances
│   │   │   └── date-calculator.md
│   │   ├── ts-converter.md
│   │   ├── ts-function-writter.md
│   │   ├── ts-re-uglify.md
│   │   └── ts-typing-assistant.md
│   ├── vite
│   │   └── vite-config-master.md
│   └── webpack
│       └── general-webpack-helper.md
├── prompt.tpl.md
├── prompts
│   ├── prompt-advisor.md
│   ├── prompt-optimizer.md
│   └── prompt-writter.md
├── re-act.prompt-framework.arno.md
├── stock-wiz.md
├── thinking
│   └── mental-model.md
├── web3
│   ├── ether-scan.md
│   └── ethernum.bot.md
└── writting
    ├── article-reviser.md
    └── article-translator-helper.md