LLM Agent Course - (1) Reasoning

https://llmagents-learning.org/f24

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All Topic covered in this course:

• Model Core Capabilities:
  • Reasoning
  • Planning
  • Multimodal Understanding
• LLM Agent Framework:
  • Workflow Design
  • Tool use
  • Retrieval-argumented generation
  • Multi-agent Systems
• Applications:
  • Software Developement
  • Workflow Automation
  • Enterprise Application

 

Reasoning 수업에서 추가로 읽어보면 좋은 논문들만 메모:

• Chain of Thought Empowers Transformers to Solve Inherently Serial Problems
• Chain-of-Thought Reasoning Without Prompting
• Large Language Models Can Be Easily Distracted by Irrelevant Context
• Premise Order Matters in Reasoning with Large Language Models