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Jul 5 4 tweets 2 min read Read on X
Human Prompt Engineer VS AI Prompt Engineer? Who wins?

@sanderschulhoff, Founder of @learnprompting, was defeated💀 🪦...

DPSy performed 40% better on a novel classification benchmark.

Here's how 🧵 Image
@SanderSchulhoff 1)
🌟 We gave @sanderschulhoff a task description and some training data.
🕒 He spent 20 hours testing out different techniques over 47 steps of development.
🐞 He dealt with issues like LLM refusal to respond and performance regressions Image
@SanderSchulhoff 2)
🛠️@miserlis_ ran DSPy on the same training data
✨He then slightly improved the DSPy prompt
@SanderSchulhoff @miserlis_ 3)
🏆Both resultant DSPy prompts beat Sander on the test set!

Check out more techniques in The Prompt Report:

This is Day 23 of Posting ab it. I'll be posting ab The Prompt Report daily until it is out of content!

#llms #prompting #genaibuff.ly/3RTXA6G

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More from @learnprompting

Jun 12
🚨Announcing The Prompt Report🚨

A 76-page survey of 1,500+ prompting papers, analyzing EVERY prompting technique, Agents, & GenAI

Led by @learnprompting, and folks from @OpenAI, @Microsoft, & @UofMaryland

Here’s what we found & the 58 prompting techniques you should know👇🧵Image
🤝Our team of 31 people + GenAI searched the internet for the latest prompting papers and broke them down into 7 Categories:
✏️ Text-based Prompting
🌐 Multilingual Techniques
🎨 Multimodal Techniques
🤖 Agents
📊 Evaluation
🔒 Security
⚖️ Alignment

Paper: trigaten.github.io/Prompt_Survey_…Image
👉We collected and analyzed over 200 different prompting techniques, GenAIs, and benchmarks.

Here are the top ~20 prompting techniques: Image
Read 9 tweets
Apr 1
Simple Prompt Hacking attacks that still work 1/5👇🧵 Image
🚫Refusal Suppression, just tell ChatGPT not to say no . 2/5 Image
🥴Distractor Instructions, give ChatGPT a few arbitrary instructions mixed in with the malicious one. 3/5 Image
Read 5 tweets
Nov 16, 2023
A few months ago, we ran HackAPrompt, the first-ever global Prompt Hacking competition!

Over 3K hackers submitted 600K malicious prompts to win $35K in prizes from companies like @PreambleAI, @OpenAI, & @huggingface

We analyzed 29 different techniques & found a NEW exploit👇🧵 Image
Website:

Paper (accepted to EMNLP):

Explanatory video:
paper.hackaprompt.com
paper.hackaprompt.com/HackAPrompt.pdf
We analyzed over 600,000 Malicious Prompts and found 18 commonly used prompt hacking techniques, such as Compound Instruction, Simple Instruction, and Context Ignoring.

🤔Some attacks were extremely creative... Image
Read 6 tweets
Dec 6, 2022
ChatGPT is great, but still struggling to find the right prompt?

Just launched learnprompting.org to solve this 🧵👇

(1/4)
What is learnprompting?
A course that teaches you prompting techniques. It also has real world examples that take you through the end-to-end prompt engineering process⚡

(2/4)
Prompt Intelligently 🧠
Learn about techniques like Chain of Thought, Self Consistency, and how models can search the internet themselves!

Learn and perfect 👨‍💻
Test out new techniques using @TryDyno's GPT3 playground 🔨

(3/4)
Read 5 tweets

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