Additional Readings

(Sorted by Name)

• 2023 AI Index Report (opens in a new tab)
• 3 Principles for prompt engineering with GPT-3 (opens in a new tab)
• Eight Things to Know about Large Language Models (opens in a new tab)
• A beginner-friendly guide to generative language models - LaMBDA guide (opens in a new tab)
• A Complete Introduction to Prompt Engineering for Large Language Models (opens in a new tab)
• A Generic Framework for ChatGPT Prompt Engineering (opens in a new tab)
• An SEO’s guide to ChatGPT prompts (opens in a new tab)
• Anyone can Design! With a little help from Generative AI (opens in a new tab)
• AI Content Generation (opens in a new tab)
• AI's rise generates new job title: Prompt engineer (opens in a new tab)
• AI Safety, RLHF, and Self-Supervision - Jared Kaplan | Stanford MLSys #79 (opens in a new tab)
• Awesome Textual Instruction Learning Papers (opens in a new tab)
• Awesome ChatGPT Prompts (opens in a new tab)
• Best 100+ Stable Diffusion Prompts (opens in a new tab)
• Best practices for prompt engineering with OpenAI API (opens in a new tab)
• Building GPT-3 applications — beyond the prompt (opens in a new tab)
• Can AI really be protected from text-based attacks? (opens in a new tab)
• ChatGPT, AI and GPT-3 Apps and use cases (opens in a new tab)
• ChatGPT Prompts (opens in a new tab)
• ChatGPT Plugins Collection ⭐️ (unofficial) (opens in a new tab)
• ChatGPT3 Prompt Engineering (opens in a new tab)
• CMU Advanced NLP 2022: Prompting (opens in a new tab)
• Common Sense as Dark Matter - Yejin Choi | Stanford MLSys #78 (opens in a new tab)
• Create images with your words – Bing Image Creator comes to the new Bing (opens in a new tab)
• Curtis64's set of prompt gists (opens in a new tab)
• CS324 - Large Language Models (opens in a new tab)
• CS 324 - Advances in Foundation Models (opens in a new tab)
• CS224N: Natural Language Processing with Deep Learning (opens in a new tab)
• DALL·E 2 Prompt Engineering Guide (opens in a new tab)
• DALL·E 2 Preview - Risks and Limitations (opens in a new tab)
• DALLE Prompt Book (opens in a new tab)
• DALL-E, Make Me Another Picasso, Please (opens in a new tab)
• Diffusion Models: A Practical Guide (opens in a new tab)
• Exploiting GPT-3 Prompts (opens in a new tab)
• Exploring Prompt Injection Attacks (opens in a new tab)
• Extrapolating to Unnatural Language Processing with GPT-3's In-context Learning: The Good, the Bad, and the Mysterious (opens in a new tab)
• FVQA 2.0: Introducing Adversarial Samples into Fact-based Visual Question Answering (opens in a new tab)
• Generative AI with Cohere: Part 1 - Model Prompting (opens in a new tab)
• Generative AI: Perspectives from Stanford HAI (opens in a new tab)
• Get a Load of This New Job: "Prompt Engineers" Who Act as Psychologists to AI Chatbots (opens in a new tab)
• Giving GPT-3 a Turing Test (opens in a new tab)
• GPT-3 & Beyond (opens in a new tab)
• GPT3 and Prompts: A quick primer (opens in a new tab)
• GPT-4 Tutorial: How to Chat With Multiple PDF Files (~1000 pages of Tesla's 10-K Annual Reports) (opens in a new tab)
• Hands-on with Bing’s new ChatGPT-like features (opens in a new tab)
• How to Draw Anything (opens in a new tab)
• How to get images that don't suck (opens in a new tab)
• How to make LLMs say true things (opens in a new tab)
• How to perfect your prompt writing for AI generators (opens in a new tab)
• How to write good prompts (opens in a new tab)
• If I Was Starting Prompt Engineering in 2023: My 8 Insider Tips (opens in a new tab)
• Indirect Prompt Injection on Bing Chat (opens in a new tab)
• Interactive guide to GPT-3 prompt parameters (opens in a new tab)
• Introduction to ChatGPT (opens in a new tab)
• Introduction to Reinforcement Learning with Human Feedback (opens in a new tab)
• In defense of prompt engineering (opens in a new tab)
• JailBreaking ChatGPT: Everything You Need to Know (opens in a new tab)
• Long Context Prompting for Claude 2.1 (opens in a new tab)
• Language Models and Prompt Engineering: Systematic Survey of Prompting Methods in NLP (opens in a new tab)
• Language Model Behavior: A Comprehensive Survey (opens in a new tab)
• Learn Prompting (opens in a new tab)
• Learning Prompt (opens in a new tab)
• LINGO : Visually Debiasing Natural Language Instructions to Support Task Diversity (opens in a new tab)
• Make PowerPoint presentations with ChatGPT (opens in a new tab)
• Meet Claude: Anthropic’s Rival to ChatGPT (opens in a new tab)
• Methods of prompt programming (opens in a new tab)
• Mysteries of mode collapse (opens in a new tab)
• NLP for Text-to-Image Generators: Prompt Analysis (opens in a new tab)
• NLP with Deep Learning CS224N/Ling284 - Lecture 11: Prompting, Instruction Tuning, and RLHF (opens in a new tab)
• Notes for Prompt Engineering by sw-yx (opens in a new tab)
• On pitfalls (and advantages) of sophisticated large language models (opens in a new tab)
• OpenAI Cookbook (opens in a new tab)
• OpenAI Prompt Examples for several applications (opens in a new tab)
• Pretrain, Prompt, Predict - A New Paradigm for NLP (opens in a new tab)
• Prompt Engineer: Tech's hottest job title? (opens in a new tab)
• Prompt Engineering by Lilian Weng (opens in a new tab)
• Prompt Engineering 101 - Introduction and resources (opens in a new tab)
• Prompt Engineering 201: Advanced prompt engineering and toolkits (opens in a new tab)
• Prompt Engineering 101: Autocomplete, Zero-shot, One-shot, and Few-shot prompting (opens in a new tab)
• Prompt Engineering 101 (opens in a new tab)
• Prompt Engineering - A new profession ? (opens in a new tab)
• Prompt Engineering by co:here (opens in a new tab)
• Prompt Engineering by Microsoft (opens in a new tab)
• Prompt Engineering: The Career of Future (opens in a new tab)
• Prompt engineering davinci-003 on our own docs for automated support (Part I) (opens in a new tab)
• Prompt Engineering Guide: How to Engineer the Perfect Prompts (opens in a new tab)
• Prompt Engineering in GPT-3 (opens in a new tab)
• Prompt Engineering Template (opens in a new tab)
• Prompt Engineering Topic by GitHub (opens in a new tab)
• Prompt Engineering: The Ultimate Guide 2023 [GPT-3 & ChatGPT] (opens in a new tab)
• Prompt Engineering: From Words to Art (opens in a new tab)
• Prompt Engineering with OpenAI's GPT-3 and other LLMs (opens in a new tab)
• Prompt injection attacks against GPT-3 (opens in a new tab)
• Prompt injection to read out the secret OpenAI API key (opens in a new tab)
• Prompting: Better Ways of Using Language Models for NLP Tasks (opens in a new tab)
• Prompting for Few-shot Learning (opens in a new tab)
• Prompting in NLP: Prompt-based zero-shot learning (opens in a new tab)
• Prompting Methods with Language Models and Their Applications to Weak Supervision (opens in a new tab)
• Prompts as Programming by Gwern (opens in a new tab)
• Prompts for communicators using the new AI-powered Bing (opens in a new tab)
• Reverse Prompt Engineering for Fun and (no) Profit (opens in a new tab)
• Retrieving Multimodal Information for Augmented Generation: A Survey (opens in a new tab)
• So you want to be a prompt engineer: Critical careers of the future (opens in a new tab)
• Simulators (opens in a new tab)
• Start with an Instruction (opens in a new tab)
• Talking to machines: prompt engineering & injection (opens in a new tab)
• Tech’s hottest new job: AI whisperer. No coding required (opens in a new tab)
• The Book - Fed Honeypot (opens in a new tab)
• The ChatGPT Prompt Book (opens in a new tab)
• The ChatGPT list of lists: A collection of 3000+ prompts, examples, use-cases, tools, APIs, extensions, fails and other resources (opens in a new tab)
• The Most Important Job Skill of This Century (opens in a new tab)
• The Mirror of Language (opens in a new tab)
• The Waluigi Effect (mega-post) (opens in a new tab)
• Thoughts and impressions of AI-assisted search from Bing (opens in a new tab)
• Unleash Your Creativity with Generative AI: Learn How to Build Innovative Products! (opens in a new tab)
• Unlocking Creativity with Prompt Engineering (opens in a new tab)
• Using GPT-Eliezer against ChatGPT Jailbreaking (opens in a new tab)
• What Is ChatGPT Doing … and Why Does It Work? (opens in a new tab)
• Why is ChatGPT so good? (opens in a new tab)
• 【徹底解説】これからのエンジニアの必携スキル、プロンプトエンジニアリングの手引「Prompt Engineering Guide」を読んでまとめてみた (opens in a new tab)