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* "The Development of LLMs for Embodied Navigation", *arXiv, Nov 2023*, [[Paper](https://arxiv.org/abs/2311.00530)]
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## Reasoning
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* **LLM3**: "LLM3: Large Language Model-based Task and Motion Planning with Motion Failure Reasoning", *IROS, Mar 2024*. [[Paper](https://arxiv.org/abs/2403.11552)][[Code](https://github.com/AssassinWS/LLM-TAMP)]
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* **CLEAR**: "Language, Camera, Autonomy! Prompt-engineered Robot Control for Rapidly Evolving Deployment", *ACM/IEEE International Conference on Human-Robot Interaction (HRI), Mar 2024*. [[Paper](https://dl.acm.org/doi/10.1145/3610978.3640671)] [[Code](https://github.com/MITLL-CLEAR)]
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* **MoMa-LLM**: "Language-Grounded Dynamic Scene Graphs for Interactive Object Search with Mobile Manipulation", *arXiv, Mar 2024*. [[Paper](https://arxiv.org/abs/2403.08605)] [[Code](https://github.com/robot-learning-freiburg/MoMa-LLM)] [[Website](http://moma-llm.cs.uni-freiburg.de/)]
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* **AutoRT**: "Embodied Foundation Models for Large Scale Orchestration of Robotic Agents", *arXiv, Jan 2024*. [[Paper](https://auto-rt.github.io/static/pdf/AutoRT.pdf)] [[Website](https://auto-rt.github.io/)]
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