Explore a comprehensive video tutorial on Program-aided Language Models (PAL) and their implementation in LangChain. Dive into the PAL paper, examining example prompts and comparing results with Chain-of-Thought and direct prompting methods. Walk through sample outputs and code implementation, focusing on the PAL LangChain PromptTemplate. Discover practical applications through GSM8k examples, repeat copy tasks, word math problems, and colored object scenarios. Access accompanying code via the provided Colab link for hands-on learning.
Overview
Syllabus
PAL Paper
PAL example prompts in the paper
Paper Results vs CoT & Direct prompting
Sample Outputs
Code Walkthrough
PAL LangChain PromptTemplate
GSM8k examples
Repeat Copy examples
Word Math Problems
Colored Objects
Taught by
Sam Witteveen
