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MICHAŁ JASKÓLSKI
CONFRONT.AI
26.04.2023
Prompting
is an art
MICHAŁ JASKÓLSKI
CONFRONT.AI
26.04.2023
Prompting
is (not) an art
Prompting is an art / Sztuka promptowania
LLMs:
FROM GPT-1
TO GPT-4
LLM = Large Language Model
LLMs:
FROM GPT-1
TO GPT-4
Hallucination or truth?
GPT-3
GPT-3
GPT-3
GPT-3
GPT-3
GPT→ChatGPT
RLHF
reinforcement
learning
from
human
feedback
GPT→ChatGPT: RLHF
GPT→Bing Chat: Aligning prompt
GPT→Bing Chat: Aligning prompt
GPT-4 vs. GPT-3.5
GPT-3.5 GPT-4
• Average high school
student/intern
• Text analysis
• Pattern finding
• Basic knowledge processing
• Available for free ChatGPT
users and through API
• Senior specialist
• Planning
• Reasoning
• Sparks of general
intelligence
• Available for paid ChatGPT
Plus users and through API
(waitlist)
GPT-4 vs. GPT-3.5
GPT-4 vs. GPT-3.5
GPT-4: Simulating Humans
GPT-4: Simulating Humans
GPT-4: Simulating Humans
GPT-4: Simulating Humans
Generative Agents: Interactive Simulacra of Human Behavior
GPT-4: What is happening?
Sparks of Artificial General Intelligence: Early experiments with GPT-4
Prompting is an art / Sztuka promptowania
ChatGPT: Prompt engineering
ChatGPT: Prompt engineering
ChatGPT: Give context
ChatGPT: Give context
You are the best copywriter in the world – create persona
3 slogans – ask for a few ideas, not just one
Intelligent, quirky and funny – describe the tone of voice
Score each of them – use the GPT-4 capability to analyze ideas
Explain your reasoning – use the GPT-4 capability to reason (and explain it)
ChatGPT: Give context
ChatGPT: Give context
ChatGPT: Give examples
ChatGPT: Give examples
Kendrick Lamar – HUMBLE.
ChatGPT: Give examples
ChatGPT: 0/1/Few-shot prompting
0-shot prompting
1-shot prompting
Few-shot prompting
ChatGPT: Choose the target group and length
ChatGPT: Use different formats
Supported formats:
- Markdown
- HTML
- JSON
- CSV
- XML
- YAML
- LaTeX
- ...
ChatGPT: Ask to think step by step
ChatGPT: Ask to suggest decisions
ChatGPT: Generate prompts
ChatGPT: Generate prompts
ChatGPT: Improve answers
ChatGPT: Improve answers
ChatGPT: ReAct (Reason+Act)
ChatGPT: ReAct (Reason+Act)
Observation:
ChatGPT: Jailbreaks
GPT-4: Virtual identities
GPT-4: Virtual identities
GPT-4: Virtual identities
ChatGPT: Learn more
Ethan Mollick @emollick: https://twitter.com/emollick, https://www.oneusefulthing.org
Prompt Engineering Guide: https://www.promptingguide.ai
Awesome ChatGPT Prompts: https://github.com/f/awesome-chatgpt-prompts
DAN and other jailbreaks: https://github.com/0xk1h0/ChatGPT_DAN
LangChain: https://python.langchain.com/en/latest/getting_started/getting_started.html
Reddit: https://www.reddit.com/r/ChatGPT/
Let’s stay in touch
https://facebook.com/michal.jaskolski
https://twitter.com/jaskolski_pl
https://www.linkedin.com/in/mjaskolski/

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Prompting is an art / Sztuka promptowania