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system architectureChapter 2arXiv · 2023

Ghost in the Minecraft: Generally Capable Agents for Open-World Environments via Large Language Models with Text-based Knowledge and Memory

Xizhou Zhu (Tsinghua), Yuntao Chen (Tsinghua)

Abstract

We present GITM, a novel LLM-based agent system that leverages text-based knowledge and memory to handle complex tasks in open-world environments.

Key Contributions

  • Text-based knowledge integration
  • Goal decomposition for open-world tasks
  • Memory-augmented planning

Topics

open-world agentsknowledge memorylong-horizon planningtask decomposition