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https://github.com/OpenMindClub/awesome-chatgpt

⚡ Everything about ChatGPT
https://github.com/OpenMindClub/awesome-chatgpt

List: awesome-chatgpt

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⚡ Everything about ChatGPT

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# awesome-chatgpt



[![Awesome](https://awesome.re/badge.svg)](https://github.com/sindresorhus/awesome) [![jaywcjlove/sb](https://wangchujiang.com/sb/lang/english.svg)](README.md) [![jaywcjlove/sb](https://wangchujiang.com/sb/lang/chinese.svg)](README.zh-cn.md)



## Table of Contents



- [Table of Contents](#table-of-contents)

- [Meta Resources](#meta-resources)

    - [General](#general)

    - [The Principles of ChatGPT](#the-principles-of-chatgpt)

    - [Prompts](#prompts)

- [OpenAI Official Rescources](#openai-official-rescources)

    - [Version](#version)

    - [OpenAI-Products-and-others](#openai-products-and-others)

    - [Social Media](#social-media)

- [Channel Resources](#channel-resources)

    - [GitHub Projects](#github-projects)

    - [Chrome Extensions](#chrome-extensions)

    - [Greasemonkey Userscripts](#greasemonkey-userscripts)

    - [App](#app)

    - [Web App](#web-app)

    - [Developer Tools](#developer-tools)

- [Courses](#courses)

    - [English-Videos](#english-videos)

    - [Chinese-Videos](#chinese-videos)

    - [English-Graphic-and-Textual](#english-graphic-and-textual)

    - [Chinese-Graphic-and-Textual](#chinese-graphic-and-textual)

- [Vector Database](#vector-database)

- [Venture Capitalists](#venture-capitalists)

    - [OpenAI Investors](#openai-investors)

    - [OpenAI Investments](#openai-investments)

    - [Companies supported by OpenAI](#companies-supported-by-openai)

    - [OpenAI Products](#openai-products)

    - [Competitors: AI ChatBot](#competitors-ai-chatbot)

    - [Competitors: LLMs](#competitors-llms)

    - [Research report](#research-report)

- [Literature Analysis](#literature-analysis)

    - [Glossary of Terms](#glossary-of-terms)

    - [The technical principle of ChatGPT](#the-technical-principle-of-chatgpt)

    - [Recent advances in Prompt engineering](#recent-advances-in-prompt-engineering)

    - [Recent advances in LLMs](#recent-advances-in-llms)

    - [Social impact](#social-impact)

- [Contribute](#contribute)

- [Contributors](#contributors)

- [Contact](#contact)

- [Credits](#credits)

- [License](#license)



## Meta Resources



- [Wikipedia ChatGPT](https://en.wikipedia.org/w/index.php?title=ChatGPT&oldid=1144021256)

- [42share](https://42share.io/)



### General



- [Awesome ChatGPT](https://github.com/humanloop/awesome-chatgpt) - Curated list of resources for ChatGPT and GPT-3 from OpenAI.

- [Awesome ChatGPT API](https://github.com/reorx/awesome-chatgpt-api/) - Curated list of apps and tools that not only use the new ChatGPT API, but also allow users to configure their own API keys, enabling free and on-demand usage of their own quota.

- [Aihub](https://www.aihub.cn) - Discover and explore high-quality and user-friendly AI products worldwide.

- [Find AI Tools Using AI](https://theresanaiforthat.com/?message=subscribed) - AI tools. Updated daily.

- [Finetune ChatGPT](https://github.com/xiaowuc2/ChatGPT-Python-Applications/tree/main/finetuned-gpt) on custom dataset (`sql`, `csv`, `excel` etc)



### The Principles of ChatGPT



- [What Is ChatGPT Doing and Why Does It Work?](https://writings.stephenwolfram.com/2023/02/what-is-chatgpt-doing-and-why-does-it-work/) - A long article on the principles of ChatGPT written by Stephen Wolfram, the father of WolframAlpha.

- [深度学习论文精读](https://github.com/mli/paper-reading) - A collection of intensive reading resources for deep learning papers by Mu Li.

- [OpenAI Research index](https://openai.com/research) - This page is a list of OpenAI’s research papers on various topics in artificial intelligence.

- [HellaSwag (rowanzellers.com)](https://rowanzellers.com/hellaswag/)   [Can a Machine Really Finish Your Sentence?](https://github.com/rowanz/hellaswag)   Does AI have human common sense?The dataset download address and the scores of each large model.



### Prompts



- [Best practices for prompt engineering with OpenAI API](https://help.openai.com/en/articles/6654000-best-practices-for-prompt-engineering-with-openai-api)：OpenAI’s staff tell you how to give clear and effective instructions to GPT.

- [Awesome ChatGPT Prompts](https://github.com/f/awesome-chatgpt-prompts) - This is a collection of prompt examples to be used with the ChatGPT model.

- [ChatGPT 中文调教指南](https://github.com/PlexPt/awesome-chatgpt-prompts-zh) - This is a collection of Chinese prompt examples.

- [ChatGPT Shortcut](https://github.com/rockbenben/ChatGPT-Shortcut) - A quick reference table of ChatGPT shortcuts is divided by domain and function, allowing users to filter by tags, search by keywords, and copy with a single click to utilize prompts.Even beginners can simply copy the prompt phrases, make minor modifications, and send them to ChatGPT to obtain the desired output.

- [Prompt Engineering Guide](https://github.com/dair-ai/Prompt-Engineering-Guide) - Guides, papers, lecture, and resources for prompt engineering.

- [Prompt Marketplace](https://promptbase.com/) - PromptBase is a marketplace for buying and selling quality prompts.

- [Prompt 编写模式：如何将思维框架赋予机器（中文）](https://github.com/prompt-engineering/prompt-patterns#prompt-%E7%BC%96%E5%86%99%E6%A8%A1%E5%BC%8F%E5%A6%82%E4%BD%95%E5%B0%86%E6%80%9D%E7%BB%B4%E6%A1%86%E6%9E%B6%E8%B5%8B%E4%BA%88%E6%9C%BA%E5%99%A8) - Introduce a series of Prompt writing patterns to better apply Prompts to programming AI.

- [ChatGPT 500 prompts](https://www.linkedin.com/pulse/chatgpt-500-prompts-make-you-top-1-copywriter-alexis-khvatov-) - 500 Prompts that are helpful for writers.



## OpenAI Official Rescources



### Version



- [ChatGPT](https://openai.com/blog/chatgpt) - Website.This is an official online chat tool provided by OpenAI, which allows you to have AI conversations with ChatGPT.

- [ChatGPT plugins](https://openai.com/blog/chatgpt-plugins)：ChatGPT plugins allow ChatGPT to access up-to-date information, run computations, or use third-party services.

- [OpenAI API](https://openai.com/blog/openai-api) - OpenAI API, a platform that allows anyone to access new AI models developed by OpenAI.

- [VisualChatGPT](https://github.com/microsoft/visual-chatgpt) - It is a version that adds visual features on top of ChatGPT.Visual ChatGPT is a project developed by Microsoft that enables the exchange of images during conversations. It is a combination of ChatGPT and a series of visual models.



### OpenAI-Products-and-others



- [OpenAI](https://openai.com/) - The homepage of OpenAI.

- [OpenAI Product](https://openai.com/product) - This page showcases the products offered by OpenAI, such as GPT models, DALL·E 2 and Whisper.

- [OpenAI API Documentation](https://platform.openai.com/docs) - It's a documentation of the OpenAI API. This page is an important resource for learning and using the OpenAI API.

- [ChatGPT blog](https://openai.com/blog/chatgpt/) - This is an article on the OpenAI official blog introducing ChatGPT.

- [New Bing](https://www.bing.com/new) - The New Bing is a new generation of search engine developed by Microsoft and based on a large language model from OpenAI, capable of providing intelligent chat, creative and assistant features.

- [Microsoft 365 Copilot](https://blogs.microsoft.com/blog/2023/03/16/introducing-microsoft-365-copilot-your-copilot-for-work/)：It combines the large language models,Including GPT-4, with your data in the Microsoft Graph and the Microsoft 365 apps



### Social Media



- [OpenAI Twitter](https://twitter.com/openai)

- [OpenAI YouTube](https://www.youtube.com/OpenAI)

- [OpenAI GitHub](https://github.com/openai)

- [OpenAI SoundCloud](https://soundcloud.com/openai_audio)

- [OpenAI LinkedIn](https://www.linkedin.com/company/openai)

- [OpenAI Discord](https://discord.com/invite/openai)



## Channel Resources



### GitHub Projects

- [mariocandela/beelzebub](https://github.com/mariocandela/beelzebub) - Go based low code Honeypot Framework with Enhanced Security, leveraging OpenAI GPT for System Virtualization

- [lencx/ChatGPT](https://github.com/lencx/ChatGPT) - ChatGPT Desktop Application

- [manno/chatgpt-linux-assistant](https://github.com/manno/chatgpt-linux-assistant) - An ai assistant in your CLI.

- [arc53/DocsGPT](https://github.com/arc53/docsgpt) - DocsGPT is a cutting-edge open-source solution that streamlines the process of finding information in project documentation.

- [GanymedeNil/document.ai](https://github.com/GanymedeNil/document.ai) - A universal local knowledge base solution based on vector database and GPT-3.5.

- [yihong0618/bilingual_book_maker](https://github.com/yihong0618/bilingual_book_maker) - Translate EPUB eBooks using the OpenAI API.

- [ChatPaper](https://github.com/kaixindelele/ChatPaper) - ChatPaper is a paper summary tool. AI summarizes papers in one minute, and users read AI-summarized papers in one minute.

- [bob-plugin-openai-translator](https://github.com/yetone/bob-plugin-openai-translator) - Bob’s translation plugin, calling api.

- [xiaowuc2/chatgpt-python-applicatins](https://github.com/xiaowuc2/ChatGPT-Python-Applications) - Applications of ChatGPT using Python with third-party extensions, integrations with other tools etc.

- [Autosubtitle](https://github.com/rongjc/autosubtitle) - Use GPT to auto generate and translate subtitles

- [AnotiaWang/open-assistant-helper](https://github.com/AnotiaWang/open-assistant-helper) - Solve Open Assistant tasks with ChatGPT

- [chatgpt.js 🤖](https://github.com/kudoai/chatgpt.js) - A powerful client-side JavaScript library for ChatGPT

- [ChatGPT Widescreen 🖥️](https://github.com/adamlui/chatgpt-widescreen) - Add Widescreen + Fullscreen modes to ChatGPT for enhanced viewing

- [ChatGPT Infinity ∞](https://github.com/adamlui/chatgpt-infinity) - Generate endless answers from all-knowing ChatGPT (in any language!)

- [ChatGPT Auto-Continue ⏩](https://github.com/adamlui/chatgpt-auto-continue) - Automatically clicks "Continue generating" when responses cut off

- [Autoclear ChatGPT History 🕶️](https://github.com/adamlui/autoclear-chatgpt-history) - Adds chat auto-clear functionality to ChatGPT for more privacy

- [ChatGPT Auto Refresh ↻](https://github.com/adamlui/chatgpt-auto-refresh) - Keeps ChatGPT sessions fresh via background requests to eliminate network errors + Cloudflare checks



### Chrome Extensions



- [42share](https://42share.io/) Developed by Chinese.Sharing the ChatGPT chat history with others.

- [sharegpt-google](https://chrome.google.com/webstore/detail/sharegpt-share-your-chatg/daiacboceoaocpibfodeljbdfacokfjb) - Sharing the ChatGPT chat history with others can generate various formats such as links, images, and PDFs.

- [chatgpt-writer-google](https://chrome.google.com/webstore/detail/chatgpt-writer-write-mail/pdnenlnelpdomajfejgapbdpmjkfpjkp) - Use ChatGPT to generate complete emails and messagese. It is supported on all websites and has better support for Gmail.

- [chatgpt-prompt-genius-google](https://chrome.google.com/webstore/detail/chatgpt-prompt-genius/jjdnakkfjnnbbckhifcfchagnpofjffo) - Discover, share, import, and use prompts that are most suitable for ChatGPT.

- [ChatGPT for Google](https://chrome.google.com/webstore/detail/chatgpt-for-google/jgjaeacdkonaoafenlfkkkmbaopkbilf) - You can have search engine pages directly display ChatGPT's answers.

- [AIPRM for ChatGPT](https://chrome.google.com/webstore/detail/aiprm-for-chatgpt/ojnbohmppadfgpejeebfnmnknjdlckgj/related) - [AIPRM](https://www.aiprm.com/) is a tool with multiple Prompt Templates and customizable Prompt Templates. It is a tool that ranks second when searching for ChatGPT directly in Google Chrome.

- [immersive-translator](https://microsoftedge.microsoft.com/addons/detail/%E6%B2%89%E6%B5%B8%E5%BC%8F%E7%BF%BB%E8%AF%91/amkbmndfnliijdhojkpoglbnaaahippg?hl=zh-CN) - Translation add-on using the OpenAI API.

- https://www.fluentify.io/ Fluentify is a free and open-source “Copilot for the web”.Unlike ChatGPT, there’s no need to chat or switch pages, and you don’t have to copy and paste. Just select the text and everything else is done automatically.

- [ChatGPT Widescreen 🖥️](https://chatgptwidescreen.com/chrome) - Add Widescreen + Fullscreen modes to ChatGPT for enhanced viewing

- [ChatGPT Infinity ∞](https://chatgptinfinity.com/chrome) - Generate endless answers from all-knowing ChatGPT (in any language!)



### Greasemonkey Userscripts



- [ChatGPT Widescreen 🖥️](https://chatgptwidescreen.com/greasemonkey) - Add Widescreen + Fullscreen modes to ChatGPT for enhanced viewing

- [ChatGPT Infinity ∞](https://chatgptinfinity.com/greasemonkey) - Generate endless answers from all-knowing ChatGPT (in any language!)

- [ChatGPT Auto-Continue ⏩](https://chatgptevo.com/autocontinue) - Automatically clicks "Continue generating" when responses cut off

- [Autoclear ChatGPT History 🕶️](https://chatgptevo.com/autoclear) - Adds chat auto-clear functionality to ChatGPT for more privacy

- [ChatGPT Auto Refresh ↻](https://chatgptautorefresh.com) - Keeps ChatGPT sessions fresh via background requests to eliminate network errors + Cloudflare checks



### App



- [Raycast AI](https://www.raycast.com/ai) - A tool that lets you control your computer with natural language commands.

- [MindMac](https://mindmac.app) - Effortlessly manage your chats and folders while monitoring costs with intuitive macOS app, powered by ChatGPT API and designed for maximum productivity. Built-in prompt templates, support GPT-3.5 and GPT-4. Currently available in 15 languages.

- [Bolt AI](https://boltai.com) - Instant access to ChatGPT on any Mac app. BoltAI is a native macOS ChatGPT client that allows entrepreneurs, developers, marketers, students, and anyone else to integrate AI assistance into their daily tasks. 

  

### Bookmarklets



- [ChatGPT Export](https://github.com/yaph/chatgpt-export) - A browser bookmarklet for exporting conversations with ChatGPT as markdown files.



### Web App



- [Poe](https://quorablog.quora.com/Poe-1) - Quora has launched an AI chatbot tool similar to ChatGPT. The product currently includes four different bots, namely Sage, Claude, ChatGPT, and Dragonfly, which are somewhat similar to the offerings of Character AI. These bots draw their AI capabilities from various sources, including OpenAI, Anthropic's Claude, and other AI models, making it a product that integrates multiple AI models.

- [OpenGPT - Create ChatGPT Application in seconds](https://open-gpt.app/) - Access to a wide range of ChatGPT applications, or create your own App in seconds.

- [Mindshow.fun](https://www.mindshow.fun/#/templates) - Combining with ChatGPT, you can generate a PPT in one minutes. Support importing from Markdown and Logseq.

- [Chatpdf](https://www.chatpdf.com/) - The intelligence revolution is here, ChatGPT was just the beginning!

- [YouChat](https://you.com/) - YouChat is a chatbot launched by You.com, founded by AI expert Richard Socher. Unlike ChatGPT, YouChat's replies include quotes, which can help users track the source of each message.

- [Perplexity AI](https://www.perplexity.ai/) - Perplexity.AI combines large-scale language models and search engines to provide answers to users' needs through continuous dialogue. Compared to ChatGPT, Perplexity AI can provide the sources of information , but its answer fluency and completeness are slightly inferior to ChatGPT.

- [Chat Simplifier](https://chat-simplifier.imzbb.cc/zh) - Chat simplifier, extracts key points from conversations.

- [PandaGPT](https://www.pandagpt.io/) - Assist in reading PDFs and automatically answering questions.

- [ChatMind](https://www.chatmind.tech/)  Input question article/data, one-click generate mind map, support context rewriting and expansion dialogue.

- [ClipRecaps](https://cliprecaps.com/) ClipRecaps: chatGPT meets Youtube. The Ultimate Tool for Summarizing Long-Form Videos

- [Poet.ly](https://poet.ly) - Poet.ly is a simple and fast generator of SEO-friendly articles for your blog referenced on search engines. It is based on the OpenAI GPT-4 API.

- [VoiceSphere](https://voicesphere.co/)  Revolutionize your document and video interactions with VoiceSphere's AI-driven chat technology. Access quick, intelligent responses directly from a wide range of document formats including PDFs, DOCs, PPTs, and videos. Ideal for professionals across various industries, VoiceSphere enhances information retrieval and boosts productivity by enabling smarter, context-aware document management. 



## Developer Tools



- [chatgpt.js 🤖](https://chatgpt.js.org) - A powerful client-side JavaScript library for ChatGPT

- [Horizon AI Template](https://github.com/horizon-ui/chatgpt-ai-template) - Trendiest Open-Source ChatGPT AI Template & Starter Kit for React & NextJS



## Courses



### English-Videos



- [The Ultimate Chat GPT Course](https://www.notion.so/69ed24a317a942d288e740419b1ad6f6) - This guide course has more than 1000+ resources to help you learn how to use Chat GPT to enhance your life. (Free!)

- [Advanced ChatGPT: Full Guide:](https://www.notion.so/ac6aa68840bc427c83f4611dd2642f83) - His guide includes beginner and advanced ChatGPT tutorials, as well as some practical tips and examples. (Free!)

- [ChatGPT Tutorial - A Crash Course on Chat GPT for Beginners:](https://www.youtube.com/watch?v=JTxsNm9IdYU) - This Video explains the basic concepts and usage of ChatGPT. You will learn how to use ChatGPT to generate various types of text, such as shopping lists, JavaScript code, short stories, resumes, etc. (Free!)

- [Complete ChatGPT Tutorial - [Become A Power User in 30 Minutes]](https://www.youtube.com/watch?v=jHv63Uvk5VA) - You can learn 10 major types of commands that let ChatGPT provide you with various useful information and services. (Free!)

- [ChatGPT Tutorial for Developers - 38 Ways to 10x Your Productivity:](https://www.youtube.com/watch?v=sTeoEFzVNSc) - 38 ChatGPT examples to help you learn how to use Python, JavaScript, HTML, CSS, React, SQL and more. (Free!)

- [ChatGPT Masterclass: A Complete ChatGPT Guide for Beginners](https://www.udemy.com/course/chatgpt-masterclass-a-complete-chatgpt-guide-for-beginners/) - You will learn how to use ChatGPT and OpenAI to create various types of content, and how to use the OpenAI API to create apps and code.

- [ChatGPT 101: Learn ChatGPT Prompts & ChatGPT Smart Tips](https://www.udemy.com/course/trend-spotter/) - You will learn how to automate tasks, generate ideas, and streamline your workflow with ChatGPT’s prompts and commands. You will also learn about the impact of AI on society and the future of work.

- [ChatGPT: Complete ChatGPT Course For Work 2023 (Ethically)](https://www.udemy.com/course/chatgpt-complete-chatgpt-course-for-work-2023-ethically-chat-gpt/) - You will learn how to use ChatGPT to generate content, automate processes, communicate effectively, and educate yourself on different topics.

- [ChatGPT Masterclass: Smart Tips & ChatGPT Insights & Future](https://www.udemy.com/course/chatgpt-masterclass-smart-tips-insights/) - You will learn how to improve your ChatGPT prompts skills,. In addition, this course will also teach you the background, development, ethics, applications and future of ChatGPT.

- [ChatGPT Masterclass - Build Solutions and Apps with ChatGPT](https://www.udemy.com/course/chatgpt-build-solutions-and-apps-with-chatgpt-and-openai/) - This course teaches you how to build applications and solutions with OpenAI and ChatGPT using no-code methods.

- [ChatGPT for Programmers: Build Python Apps in Seconds](https://www.udemy.com/course/chatgpt-for-programmers/) - This course teaches you how to use ChatGPT to build apps, fix bugs, and automate your workflow in Python or other programming languages.

- More Courses: [Udemy → ChatGPT](https://www.udemy.com/courses/search/?src=ukw&q=ChatGPT)



### Chinese-Videos



- [ChatGPT 保姆级使用教程：注册、体验、底层逻辑原理解读！](https://www.bilibili.com/video/BV1HT411R7Lj/) ChatGPT introduction, biased bottom technology, biased bottom layer principle.

- [【渐构】万字科普 ChatGPT-4 为什么会颠覆人类社会](https://www.bilibili.com/video/BV1MY4y1R7EN/?spm_id_from=333.880.my_history.page.click&vd_source=6faef52e732ccc3a4a525fe406ce9808):In the first 25 minutes of the video, it explained the principle of GPT in a simple and easy-to-understand way.



### English-Graphic-and-Textual



- [The-Ultimate-ChatGPT-Guide](https://www.notion.so/8800517adc0d4c569d4a317c177185a1)

- [How does GPT Obtain its Ability? Tracing Emergent Abilities of Language Models to their Sources - 有中译版](https://www.notion.so/b9a57ac0fcf74f30a1ab9e3e36fa1dc1)

- [How to use ChatGPT APIs in Python](https://medium.com/@FrancescoZ/how-to-use-chatgpt-with-python-e7a8868e6034)

- [Full ChatGPT Prompts + Resources](https://www.notion.so/8aa78bb226b7467ab59b70d2b27042e9)



### Chinese-Graphic-and-Textual



- [ChatGPT 终极指南 - 中译版](https://geekr.dev/posts/chatgpt-ultimate-guide)

- [理解大语言模型——10 篇论文的简明清单](https://mp.weixin.qq.com/s/h7Pam1mepgd18aeqn7_3hw)

- [拆解追溯 GPT-3.5 各项能力的起源 - 中译版](https://www.notion.so/360081d91ec245f29029d37b54573756)

- [如何用 ChatGPT 构建你的专属知识问答机器人](https://blog.frankzhao.cn/build_gpt_bot_for_doc/)

- [ChatGPT 商务速成 - 中译版](https://www.notion.so/8ce48bcb5aa94828a64c86a2dbfc307d)

- [如何使用 Python 快速集成 ChatGPT API](https://mp.weixin.qq.com/s?__biz=MjM5MjU2NDk0Nw==&mid=2247507931&idx=2&sn=77f75026c365b73275f7ce3f2e7d0ab4&chksm=a6a6cc6791d14571df77a1a5c249bc46ffd03269b264aadbdfa43927e809b578d501a1c58f31&mpshare=1&scene=1&srcid=0308V8ZG15g6BE1TgRXPEWYa&sharer_sharetime=1678253425412&sharer_shareid=a697a75b41763c317bec849da7e5a35a#rd)

- [追赶 ChatGPT 的难点与平替](https://mp.weixin.qq.com/s/eYmssaPFODjC7xwh1jHydQ)



## Vector Database



- [Weaviate](https://github.com/weaviate/weaviate)



## Venture Capitalists



### OpenAI Investors



- Pre Seed Round: Y Combinator

- Seed Round: Reid Hoffman Foundation

- Seed Round: Khosla Ventures

- Corporate Round: Microsoft

- Second Market: Tiger Global Management

- Second Market: Andreessen Horowitz

- Second Market: Sequoia Capital

- Second Market: Bedrock Capital

- Second Market: Matthew Brown Companies

- Corporate Round: Microsoft



### OpenAI Investments



- [edgedb](https://www.edgedb.com/) - EdgeDB is an open-source database designed as a spiritual successor to SQL and the relational paradigm. It aims to solve some hard design problems that make existing databases unnecessarily onerous to use.

- [Descript](https://www.descript.com/) - Descript is a collaborative audio and video editor that transcribes audio to a text document for editing.

- [Ambience Healthcare](https://www.ambiencehealthcare.com/) -  Ambience AutoScribe, is a fully automated AI medical scribe that captures the nuances of provider-patient conversation in real-time into a comprehensive note and seamlessly fits into EMR workflows.

- [Harvey](https://www.harvey.ai/) - Harvey is developing an intuitive interface for all legal workflows through powerful generative language models.

- [Mem](https://get.mem.ai/) - Mem is building the world’s first self-organizing workspace.

- [Speak](https://www.speak.com/) - Speak is on a mission to help more people become fluent in new languages, starting with English.



### Companies supported by OpenAI



- [Virtuzone](https://launchpad.vz.ae/) - The UAE's leading Company Formation Specialists and award-winning corporate services provider,launching SWYFT Plan  which is an automated business plan builder powered by OpenAI's ChatGPT to allow users to generate a complete business plan in less than 10 minutes.

- https://openai.com/product/gpt-4 We’ve collaborated with organizations building innovative products with GPT-4.



### OpenAI Products



- Text

    - ChatGPT - A model which interacts in a conversational way. The dialogue format makes it possible for ChatGPT to answer follow-up questions, admit its mistakes, challenge incorrect premises, and reject inappropriate requests.

    - GPT - GPT models are capable of natural language processing tasks such as text generation, summarization, and analysis.

    - Embedding model - The new model, text-embedding-ada-002, replaces five separate models for text search, text similarity, and code search, and outperforms our previous most capable model, Davinci, at most tasks, while being priced 99.8% lower.

- Image

    - DALL·E - DALL·E is an AI system that can create realistic images and art from a description in natural language.

    - CLIP - CLIP can be applied to any visual classification benchmark by simply providing the names of the visual categories to be recognized, similar to the“zero-shot”capabilities of GPT-2 and GPT-3.

    - [Point-E](https://github.com/openai/point-e) - A System for Generating 3D Point Clouds from Complex Prompts.

- Audio

    - Whisper - Whisper is a versatile speech recognition model that can transcribe, identify, and translate multiple languages.

    - Jukebox - A neural net that generates music as raw audio in a variety of genres and artist styles.

    - MuseNet - A deep neural network that can generate 4-minute musical compositions with 10 different instruments.



### Competitors: AI ChatBot



- [OpenChatKit](https://github.com/togethercomputer/OpenChatKit) - A toolkit similar to ChatGPT, based on EleutherAI's GPT-NeoX-20B, containing a large model with 20 billion parameters that has been fine-tuned on 43 million prompts.

- [Jasper Chat](https://www.jasper.ai/chat) - A feature in the Jasper AI ecosystem, unlike ChatGPT, it is a paid service.

- [Character ai](https://beta.character.ai/) - Unlike ChatGPT, it categorizes the chatbots into various subfields. It allows people to participate in the creation process through a platform instead of solely relying on self-creation and model training.

- [Bard](https://blog.google/technology/ai/bard-google-ai-search-updates/) - Bard is Google’s new AI chatbot service that uses LaMDA, a language model that can generate natural and informative responses. Bard can help users with creative tasks, explaining complex topics, and learning new things. Bard is Google’s answer to ChatGPT, Microsoft’s popular AI chatbot3.

- [YouChat](https://you.com/search?q=who+are+you&tbm=youchat&cfr=chat) - YouChat is a chatbot from You.com, founded by language and artificial intelligence expert Richard Socher, a GPT-3-based text generator for writing emails and other documents. In contrast to ChatGPT, YouChat's replies are cited, which in turn helps users track the source of each message.

- [Perplexity AI](https://www.perplexity.ai/) - AI, which at its core combines a large-scale language model with a search engine to perform Q&A, providing users with the answers they need in the form of a continuous dialogue. Compared to ChatGPT, Perplexity AI is able to provide sources of information , but the fluency and completeness of its answers is slightly less than ChatGPT.

- [MOSS](https://moss.fastnlp.top/) -Can perform a series of tasks such as dialogue generation, programming, fact answering, etc.

- [ChatGLM](https://chatglm.cn/blog?continueFlag=af5320e8f778b996afe7697670864685) This is a multibillion Chinese-English language model with basic question-and-answer and conversational capabilities, optimized for Chinese language.

- [澜舟认知智能平台](https://langboat.com/technology/mengzi) Based on Mencius pre-training technology, unlock full-range AIGC capabilities such as text-image generation, literary assistance creation, marketing copywriting, paper assistance writing, etc.



### Competitors: LLMs



- [LaMDA](https://blog.google/technology/ai/lamda/): **Language Model for Dialogue Applications** is a family of conversational large language models developed by Google. LaMDA uses a decoder-only transformer language model.

- [LLaMA](https://github.com/facebookresearch/llama): by Meta AI, A foundational, 65-billion-parameter large language model. LLaMA (Large Language Model Meta AI) is a state-of-the-art foundational large language model designed to help researchers advance their work in this subfield of AI.

- [Gopher](https://arxiv.org/abs/2112.11446) - by DeepMind, a 280 billion parameter transformer language model called Gopher, is an autoregressive transformer-based dense LLM.

- [GLM](https://github.com/THUDM/GLM-130B) - GLM is a General Language Model developed by Tsinghua University. GLM-130B is an open bilingual (English&Chinese) version of GLM with 130 billion parameters, designed for users with a single A100 or V100 server23.

- [GPT-NeoXT-Chat-Base-20B](https://huggingface.co/togethercomputer/GPT-NeoXT-Chat-Base-20B) - An open-source language model that can chat and generate images. Created by EleutherAI.

- [BLOOM](https://huggingface.co/bigscience/bloom) - by BigScience, BLOOM is an autoregressive Large Language Model (LLM), trained to continue text from a prompt on vast amounts of text data using industrial-scale computational resources. As such, it is able to output coherent text in 46 languages and 13 programming languages that is hardly distinguishable from text written by humans. BLOOM can also be instructed to perform text tasks it hasn't been explicitly trained for, by casting them as text generation tasks.

- [OPT]((https://arxiv.org/pdf/2205.01068)) - by Meta, The OPT model was proposed in Open Pre-trained Transformer Language Models by Meta AI. OPT is a series of open-sourced large causal language models which perform similar in performance to GPT3.



### Research report



- [230311 哈尔滨工业大学 ChatGPT 调研报告](https://www.baogaoting.com/info/248610)

- [230221 ChatGPT 团队背景研究报告](https://chatgpt.greedyai.com/forgeneral/什么是ChatGPT/ChatGPT团队背景研究报告/)

- [ChatGPT 报告 70 份论文](https://www.aliyundrive.com/s/V94kCe9qQnC)

- [ChatGPT 作为回答复杂问题的问答系统的评价](https://arxiv.org/abs/2303.07992) [(Code)](https://github.com/liyu19980601/Complex-Question-Answering-Evaluation-of-ChatGPT)



## Literature Analysis



### Glossary of Terms



- Large language model

- Instruction fine-tuning

- In-context learning

- Zero-shot learning

- Few-shot learning

- Prompt engineering

- Chain-of thought (COT)

- Reinforcement learning

- Reinforcement Learning from Human Feedback (RLHF)



### The technical principle of ChatGPT



- 2014 [Neural Machine Translation by Jointly Learning to Align and Translate](https://arxiv.org/abs/1409.0473) - This paper introduces an attention mechanism in RNNs to improve the long sequence modelling of RNNs. This paper introduces an attention mechanism to RNNs to improve their long sequence modelling capabilities. This enables RNNs to translate longer sentences more accurately.

- 2017 [Attention Is All You Need](https://arxiv.org/abs/1706.03762) - This paper introduces the structure of the original Transformer and is the basis for the Transformer family.

- 2018 [BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding](https://arxiv.org/abs/1810.04805) - This paper ushered in the era of pre-training in NLP. BERT came out of nowhere.

- 2018 [Improving language understanding by generative pre-training](https://openai.com/research/language-unsupervised) - This paper introduces another popular pre-training model, also known to later generations as GPT-1.

- 2019 [Language models are unsupervised multitask learners](https://www.semanticscholar.org/paper/Language-Models-are-Unsupervised-Multitask-Learners-Radford-Wu/9405cc0d6169988371b2755e573cc28650d14dfe) - This paper introduces GPT-2.

- 2020 [Language Models are Few-Shot Learners](https://arxiv.org/abs/2005.14165) - This paper introduces GPT-3.

- 2022 [Training lanquage models to follow instructions with human feedback](https://arxiv.org/abs/2203.02155) - This paper presents an RLHF approach to using supervised learning to fine-tuning. It is also known as a paper that illustrates the kernel of ChatGPT's thinking. Presumably, ChatGPT is an extended version of InstructGPT that enables fine-tuning on larger datasets.

- 2023 [GPT-4 Technical Report](https://arxiv.org/abs/2303.08774) We report the development of GPT-4, a large-scale, multimodal model which can accept image and text inputs and produce text outputs.

- awesome-chatgpt-papers https://www.aliyundrive.com/s/RenfDZjta8T 提取码：5y6m



### Recent advances in Prompt engineering



- 2021 [Generated Knowledge Prompting for Commonsense Reasoning](https://arxiv.org/abs/2110.08387)

- 2021 [Multitask Prompted Training Enables Zero-Shot Task Generalization](https://arxiv.org/abs/2110.08207)

- 2021 [Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing](https://arxiv.org/abs/2107.13586)

- 2021 [Prompt Programming for Large Language Models: Beyond the Few-Shot Paradigm](https://arxiv.org/abs/2102.07350)

- 2022 [Chain-of-Thought Prompting Elicits Reasoning in Large Language Models](https://arxiv.org/abs/2201.11903)

- 2022 [Self-Consistency Improves Chain of Thought Reasoning in Language Models](https://arxiv.org/abs/2203.11171)



### Recent advances in LLMs



- 2023 [Visual ChatGPT: Talking, Drawing and Editing with Visual Foundation Models](https://arxiv.org/abs/2303.04671)



### Social impact



- 2023 [GPTs are GPTs: An Early Look at the Labor Market Impact Potential of Large Language Models](https://arxiv.org/abs/2303.10130)  Our findings indicate that approximately 80% of the U.S. workforce could have at least 10% of their work tasks affected by the introduction of GPTs, while around 19% of workers may see at least 50% of their tasks impacted. The influence spans all wage levels, with higher-income jobs potentially facing greater exposure.



## Contribute



Contributions welcome! Read the [contribution guidelines](CONTRIBUTING.md) first and submit a Pull Request after Fork this repository.



## Contributors



Thank you to all contributors (in no particular order and in alphabetical order):



- [Alex](https://github.com/ipruning) - [@ipruning](https://github.com/ipruning)

- [张天立](https://github.com/TL-Zhang) - [@TL-Zhang](https://github.com/TL-Zhang)

- [林向东](https://github.com/eastling) - [@eastling](https://github.com/eastling)

- [边心竹](https://reading.zhubai.love/) - [@bxz400](https://github.com/bxz400)

- [郑嘻嘻](https://github.com/zhengxixuan) - [@zhengxixuan](https://github.com/zhengxixuan)

- [黄啸锐](https://github.com/Lilhxr) - [@Lilhxr](https://github.com/Lilhxr)



## Contact



Please use GitHub [Issues](https://github.com/OpenMindClub/awesome-chatgpt/issues?q=is%3Aissue+is%3Aopen+sort%3Aupdated-desc) to contact us.



## Credits



Thanks to [Mr. Yang Zhiping](https://www.yangzhiping.com/) and [OpenMindClub](https://mp.weixin.qq.com/mp/profile_ext?action=home&__biz=MzA4ODM4ODQ3MQ==#wechat_) for their support of this project.



## License



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[CC0-link]: https://creativecommons.org/publicdomain/zero/1.0/