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Domain-Specific Fine-Tuning of Large Language Models for Interactive Robot Programming

  • Benjamin Alt,
  • Urs Keßner,
  • Aleksandar Taranovic,
  • Darko Katic,
  • Andreas Hermann,
  • Rainer Jäkel,
  • Gerhard Neumann

摘要

Industrial robots are applied in a widening range of industries, but robot programming mostly remains a task limited to programming experts. We propose a natural language-based assistant for programming of advanced, industrial robotic applications and investigate strategies for domain-specific fine-tuning of foundation models with limited data and compute.