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This paper explores the utilization of large language models (LLMs) in human-robot interaction (HRI). We analyze different methods of including LLMs in the HRI frameworks, broadly categorizing them into two approaches based on their directness in generating robot actions: integrated language-based HRI that employs LLMs to directly generate low-leve...