2023-Q3-AI 12. ChatGPT Prompt engineering, Planning
OpenAI API key for class: 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
12.1. Video / Materials
Video: https://youtube.com/live/OBi3VkAnzgU?feature=share
Jamboard: https://jamboard.google.com/d/1gUglCOypcxh3s6GddO5qUOvF6XvJDlfupOBd8uQ0Mw0/edit?usp=sharing
Materials:
https://medicalfuturist.com/prompt-engineering-11-tips-to-craft-great-chatgpt-prompts/
https://github.com/f/awesome-chatgpt-prompts/
https://neuroflash.com/blog/chatgpt-how-to-write-the-perfect-prompts/
https://www.perplexity.ai/search/667247cf-1da5-4333-b323-02ab8dd984de?s=c
RTMP key: qs7b-kb8v-7b79-1v2e-fexj
12.2. Implement LLM based prompts
Implement different use-cases using LLM model (openai or others):
Summarizing content
x1Information about students work as a list:21. Students learned how to use ROS and Gazebo to simulate a robot in a virtual environment.32. Students learned how deep machine learning and LLMs works.43. Students learned how to use PyTorch.54. Students learned how to use OpenAI Gym.65. Students learned how to use OpenAI API.
Paraphrasing content
x1The saddest aspect of life right now is that science gathers knowledge faster than society gathers wisdom.
Translating content to your native language
xxxxxxxxxx11Words can be like X-rays if you use them properly – they'll go through anything.
Classifying content (Sentiment positive, negative or neutral)
xxxxxxxxxx11This book was very well written. It has black and white photos along with descriptions of the photos. These photos give us a better idea of what people's lives were like. This book is suitable for 9-20 year olds. I give this book 5 stars
Change tone of content in 4th task from positive to negative
Change theme of task (about Lego or toys)
xxxxxxxxxx11Johnny has 5 apples. He gives 2 apples to his friend. How many apples does Johnny have now?
Change style of text (to academic style)
xxxxxxxxxx11They checked out the guess by using a two-sample t-test, kind of like a match between two teams. The "game rules" said if there was more than a 5% chance of the results happening just by luck, the guess didn't count.
Submit source code and screenshots of results.
Template: http://share.yellowrobot.xyz/quick/2023-7-24-82635986-F982-44F6-BDDF-04CE5E2E6F3F.zip
12.3. Implement ChatGPT or InstructGPT based prompts
Repeat 12.2. task using ChatGPT type of models, compare results. Submit source code and screenshots of results.
12.4. Implement chatbot using qoutes dataset
Implement function to find similar embedding and include in conversation as an source for knowledge. Submit source code and screenshots of results. Use template: http://share.yellowrobot.xyz/quick/2023-7-24-11FB2247-7DD2-4FD3-BE86-748DDD224C21.zip
12.5. Implement IMDB zero-shot classifier
Implement IMDB zero-shot classifier using dataset https://pytorch.org/text/stable/datasets.html#imdb. Design your own prompt and measure accuracy of your prompt using ground truth. For classification model please use instead of openAI https://huggingface.co/THUDM/chatglm2-6b
Submit source code and screenshots of results.
Content
Izskaidro no sākuma kā InstructGPT strādā Valodas modelis (LLM) + Human Reinforcement Learning
Rules for prompts:
Prompt in English
Classes with Capital letters
Define precise length of output (like 1-3 sentences or paragraphs)
Depending on model hard limit of tokens (2k max on modern GPUs)
First give context in first part of a promp
Do not mix multiple topics in single prompt series
🔴 Pameklē vai ir vēl kādi galvenie likumi
Materials:
https://medicalfuturist.com/prompt-engineering-11-tips-to-craft-great-chatgpt-prompts/
https://github.com/f/awesome-chatgpt-prompts/
https://neuroflash.com/blog/chatgpt-how-to-write-the-perfect-prompts/
https://www.perplexity.ai/search/667247cf-1da5-4333-b323-02ab8dd984de?s=c
https://arxiv.org/pdf/2303.17491.pdf
....
Find problems with your answer.
Based on this, the improve answer.
Some of good examples:
Write 1-3 paragraphs in English using academic style based on information above:
Write 1-3 paragraphs in Latvian using academic style based on information above:
Summarize in one short sentence using academic style describing it as related work in Latvian:
Examples to replace Reinforcement learning with ChatGPT
xxxxxxxxxx11Pretend to be robot. Empty Robot Hand is at position (1,1). Blue Piece is at position (2,3) and Red Piece iw at position (3,4). Place blue piece un top of red piece at position (0,0). You can Pick piece only if hand is over correct position.2Available actions for Hand: Left, Right, Up, Down, Pick piece, Place piece on table. Choose single next action:
