Week 06: Prompting & In-Context Learning

Materials

• Lecture slides: ./lecture_prompting.pdf (Google Slides)
• Video (Russian): lecture, seminar
• From other courses (English): lecture on reasoning | Google MOOC on prompting

Practice

• Seminar: ./seminar.ipynb
• Homework: ./homework.ipynb
• Enrolled students: You may submit only homework.ipynb notebook into the grading system.

Applications mentioned in the lecture or seminar:

• the Gandalf game by Lakera.ai
• aidungeon.com - an LLM-generated role-playing game
• ora.ai - a tool to build your own chatbot with prompting
• this is not an exhaustive list: there's a million of various applications using LLMs

Extra materials

• Chain of thought: Wei et al. (2022)
• A guide to prompt injection and jailbreaking: https://learnprompting.org/docs/prompt_hacking/injection
• A repo with popular jailbreaks for GPTx models: https://github.com/0xk1h0/ChatGPT_DAN
• A ton of other cool stuff linked in the lecture slides (see the top of this readme)