From 4de3f130ce3bc548678482d0c8e2fa9bac150415 Mon Sep 17 00:00:00 2001 From: Elvis Saravia Date: Tue, 21 Mar 2023 08:26:17 -0600 Subject: [PATCH 1/2] added more reading material --- pages/readings.mdx | 2 ++ pages/tools.mdx | 1 + 2 files changed, 3 insertions(+) diff --git a/pages/readings.mdx b/pages/readings.mdx index a4794ac..78ca390 100644 --- a/pages/readings.mdx +++ b/pages/readings.mdx @@ -19,6 +19,7 @@ - [ChatGPT Prompts](https://twitter.com/aaditsh/status/1636398208648658945?s=20) - [CMU Advanced NLP 2022: Prompting](https://youtube.com/watch?v=5ef83Wljm-M&feature=shares) - [Common Sense as Dark Matter - Yejin Choi | Stanford MLSys #78](https://youtube.com/live/n4HakBqoCVg?feature=shares) +- [Create images with your words – Bing Image Creator comes to the new Bing](https://blogs.microsoft.com/blog/2023/03/21/create-images-with-your-words-bing-image-creator-comes-to-the-new-bing/) - [Curtis64's set of prompt gists](https://gist.github.com/Curtis-64) - [DALL·E 2 Prompt Engineering Guide](https://docs.google.com/document/d/11WlzjBT0xRpQhP9tFMtxzd0q6ANIdHPUBkMV-YB043U/edit#) - [DALL·E 2 Preview - Risks and Limitations](https://github.com/openai/dalle-2-preview/blob/main/system-card.md) @@ -79,6 +80,7 @@ - [Prompting in NLP: Prompt-based zero-shot learning](https://savasy-22028.medium.com/prompting-in-nlp-prompt-based-zero-shot-learning-3f34bfdb2b72) - [Prompting Methods with Language Models and Their Applications to Weak Supervision](https://snorkel.ai/prompting-methods-with-language-models-nlp) - [Prompts as Programming by Gwern](https://www.gwern.net/GPT-3#prompts-as-programming) +- [Prompts for communicators using the new AI-powered Bing](https://blogs.microsoft.com/blog/2023/03/16/prompts-for-communicators-using-the-new-ai-powered-bing/) - [Reverse Prompt Engineering for Fun and (no) Profit](https://lspace.swyx.io/p/reverse-prompt-eng) - [So you want to be a prompt engineer: Critical careers of the future](https://venturebeat.com/ai/so-you-want-to-be-a-prompt-engineer-critical-careers-of-the-future/) - [Simulators](https://www.lesswrong.com/posts/vJFdjigzmcXMhNTsx/simulators) diff --git a/pages/tools.mdx b/pages/tools.mdx index 2ab5c9f..613200e 100644 --- a/pages/tools.mdx +++ b/pages/tools.mdx @@ -3,6 +3,7 @@ - [AI Test Kitchen](https://aitestkitchen.withgoogle.com) - [betterprompt](https://github.com/krrishdholakia/betterprompt) +- [ChatGPT Prompt Generator](https://huggingface.co/spaces/merve/ChatGPT-prompt-generator) - [ClickPrompt](https://github.com/prompt-engineering/click-prompt) - [DreamStudio](https://beta.dreamstudio.ai) - [DUST](https://dust.tt) From e2749db2e0349528aa2e76c97085adb135bcb890 Mon Sep 17 00:00:00 2001 From: Elvis Saravia Date: Thu, 23 Mar 2023 22:57:15 -0600 Subject: [PATCH 2/2] added papers for the week --- pages/models/chatgpt.mdx | 7 +++++++ pages/models/gpt-4.mdx | 3 +++ pages/papers.mdx | 4 ++++ pages/readings.mdx | 6 ++++++ 4 files changed, 20 insertions(+) diff --git a/pages/models/chatgpt.mdx b/pages/models/chatgpt.mdx index f30906a..e9d082b 100644 --- a/pages/models/chatgpt.mdx +++ b/pages/models/chatgpt.mdx @@ -145,6 +145,13 @@ The current recommendation for `gpt-3.5-turbo-0301` is to add instructions in th --- ## References +- [ChatGPT and a New Academic Reality: AI-Written Research Papers and the Ethics of the Large Language Models in Scholarly Publishing](https://arxiv.org/abs/2303.13367) (March 2023) +- [Are LLMs the Master of All Trades? : Exploring Domain-Agnostic Reasoning Skills of LLMs](https://arxiv.org/abs/2303.12810) (March 2023) +- [Is ChatGPT A Good Keyphrase Generator? A Preliminary Study](https://arxiv.org/abs/2303.13001) (March 2023) +- [MM-REACT: Prompting ChatGPT for Multimodal Reasoning and Action](https://arxiv.org/abs/2303.11381) (March 2023) +- [Large Language Models Can Be Used to Estimate the Ideologies of Politicians in a Zero-Shot Learning Setting](https://arxiv.org/abs/2303.12057) (March 2023) +- [Chinese Intermediate English Learners outdid ChatGPT in deep cohesion: Evidence from English narrative writing](https://arxiv.org/abs/2303.11812) (March 2023) +- [A Comprehensive Capability Analysis of GPT-3 and GPT-3.5 Series Models](https://arxiv.org/abs/2303.10420) (March 2023) - [ChatGPT as the Transportation Equity Information Source for Scientific Writing](https://arxiv.org/abs/2303.11158) (March 2023) - [Translating Radiology Reports into Plain Language using ChatGPT and GPT-4 with Prompt Learning: Promising Results, Limitations, and Potential](https://arxiv.org/abs/2303.09038) (March 2023) - [ChatGPT Participates in a Computer Science Exam](https://arxiv.org/abs/2303.09461) (March 2023) diff --git a/pages/models/gpt-4.mdx b/pages/models/gpt-4.mdx index b358947..4327b54 100644 --- a/pages/models/gpt-4.mdx +++ b/pages/models/gpt-4.mdx @@ -160,5 +160,8 @@ Coming soon! ## References +- [Mind meets machine: Unravelling GPT-4's cognitive psychology](https://arxiv.org/abs/2303.11436) (March 2023) +- [Capabilities of GPT-4 on Medical Challenge Problems](https://www.microsoft.com/en-us/research/uploads/prod/2023/03/GPT-4_medical_benchmarks.pdf) (March 2023) +- [GPT-4 Technical Report](https://cdn.openai.com/papers/gpt-4.pdf) (March 2023) - [DeID-GPT: Zero-shot Medical Text De-Identification by GPT-4](https://arxiv.org/abs/2303.11032) (March 2023) - [GPTs are GPTs: An Early Look at the Labor Market Impact Potential of Large Language Models](https://arxiv.org/abs/2303.10130) (March 2023) \ No newline at end of file diff --git a/pages/papers.mdx b/pages/papers.mdx index d03a3e8..3b490c6 100644 --- a/pages/papers.mdx +++ b/pages/papers.mdx @@ -14,6 +14,8 @@ The following are the latest papers (sorted by release date) on prompt engineeri ## Approaches + - [Visual-Language Prompt Tuning with Knowledge-guided Context Optimization](https://arxiv.org/abs/2303.13283) (March 2023) + - [Fairness-guided Few-shot Prompting for Large Language Models](https://arxiv.org/abs/2303.13217) (March 2023) - [Context-faithful Prompting for Large Language Models](https://arxiv.org/abs/2303.11315) (Mar 2023) - [Is Prompt All You Need? No. A Comprehensive and Broader View of Instruction Learning](https://arxiv.org/abs/2303.10475) (Mar 2023) - [UPRISE: Universal Prompt Retrieval for Improving Zero-Shot Evaluation](https://arxiv.org/abs/2303.08518) (Mar 2023) @@ -113,6 +115,8 @@ The following are the latest papers (sorted by release date) on prompt engineeri ## Applications + - [SPeC: A Soft Prompt-Based Calibration on Mitigating Performance Variability in Clinical Notes Summarization](https://arxiv.org/abs/2303.13035) (March 2023) + - [Large Language Models and Simple, Stupid Bugs](https://arxiv.org/abs/2303.11455) (March 2023) - [Can Generative Pre-trained Transformers (GPT) Pass Assessments in Higher Education Programming Courses?](https://arxiv.org/abs/2303.09325) (Mar 2023) - [SelfCheckGPT: Zero-Resource Black-Box Hallucination Detection for Generative Large Language Models](https://arxiv.org/abs/2303.08896) (Mar 2023) - [ICL-D3IE: In-Context Learning with Diverse Demonstrations Updating for Document Information Extraction](https://arxiv.org/abs/2303.05063) (March 2023) diff --git a/pages/readings.mdx b/pages/readings.mdx index 78ca390..d32563f 100644 --- a/pages/readings.mdx +++ b/pages/readings.mdx @@ -9,6 +9,7 @@ - [An SEO’s guide to ChatGPT prompts](https://searchengineland.com/chatgpt-prompts-seo-393523) - [AI Content Generation](https://www.jonstokes.com/p/ai-content-generation-part-1-machine) - [AI's rise generates new job title: Prompt engineer](https://www.axios.com/2023/02/22/chatgpt-prompt-engineers-ai-job) +- [AI Safety, RLHF, and Self-Supervision - Jared Kaplan | Stanford MLSys #79](https://www.youtube.com/watch?v=fqC3D-zNJUM&ab_channel=StanfordMLSysSeminars) - [Awesome Textual Instruction Learning Papers](https://github.com/RenzeLou/awesome-instruction-learning) - [Awesome ChatGPT Prompts](https://github.com/f/awesome-chatgpt-prompts) - [Best 100+ Stable Diffusion Prompts](https://mpost.io/best-100-stable-diffusion-prompts-the-most-beautiful-ai-text-to-image-prompts) @@ -29,7 +30,9 @@ - [Exploiting GPT-3 Prompts](https://twitter.com/goodside/status/1569128808308957185) - [Exploring Prompt Injection Attacks](https://research.nccgroup.com/2022/12/05/exploring-prompt-injection-attacks) - [Extrapolating to Unnatural Language Processing with GPT-3's In-context Learning: The Good, the Bad, and the Mysterious](http://ai.stanford.edu/blog/in-context-learning) +- [FVQA 2.0: Introducing Adversarial Samples into Fact-based Visual Question Answering](https://arxiv.org/pdf/2303.10699.pdf) - [Generative AI with Cohere: Part 1 - Model Prompting](https://txt.cohere.ai/generative-ai-part-1) +- [Generative AI: Perspectives from Stanford HAI](https://hai.stanford.edu/sites/default/files/2023-03/Generative_AI_HAI_Perspectives.pdf) - [Get a Load of This New Job: "Prompt Engineers" Who Act as Psychologists to AI Chatbots](https://futurism.com/prompt-engineers-ai) - [Giving GPT-3 a Turing Test](https://lacker.io/ai/2020/07/06/giving-gpt-3-a-turing-test.html) - [GPT-3 & Beyond](https://youtube.com/watch?v=-lnHHWRCDGk) @@ -47,7 +50,9 @@ - [In defense of prompt engineering](https://simonwillison.net/2023/Feb/21/in-defense-of-prompt-engineering/) - [JailBreaking ChatGPT: Everything You Need to Know](https://metaroids.com/learn/jailbreaking-chatgpt-everything-you-need-to-know/) - [Language Models and Prompt Engineering: Systematic Survey of Prompting Methods in NLP](https://youtube.com/watch?v=OsbUfL8w-mo&feature=shares) +- [Language Model Behavior: A Comprehensive Survey](https://arxiv.org/abs/2303.11504) - [Learn Prompting](https://learnprompting.org) +- [Meet Claude: Anthropic’s Rival to ChatGPT](https://scale.com/blog/chatgpt-vs-claude) - [Methods of prompt programming](https://generative.ink/posts/methods-of-prompt-programming) - [Mysteries of mode collapse](https://www.lesswrong.com/posts/t9svvNPNmFf5Qa3TA/mysteries-of-mode-collapse) - [NLP for Text-to-Image Generators: Prompt Analysis](https://heartbeat.comet.ml/nlp-for-text-to-image-generators-prompt-analysis-part-1-5076a44d8365) @@ -82,6 +87,7 @@ - [Prompts as Programming by Gwern](https://www.gwern.net/GPT-3#prompts-as-programming) - [Prompts for communicators using the new AI-powered Bing](https://blogs.microsoft.com/blog/2023/03/16/prompts-for-communicators-using-the-new-ai-powered-bing/) - [Reverse Prompt Engineering for Fun and (no) Profit](https://lspace.swyx.io/p/reverse-prompt-eng) +- [Retrieving Multimodal Information for Augmented Generation: A Survey](https://arxiv.org/pdf/2303.10868.pdf) - [So you want to be a prompt engineer: Critical careers of the future](https://venturebeat.com/ai/so-you-want-to-be-a-prompt-engineer-critical-careers-of-the-future/) - [Simulators](https://www.lesswrong.com/posts/vJFdjigzmcXMhNTsx/simulators) - [Start with an Instruction](https://beta.openai.com/docs/quickstart/start-with-an-instruction)