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https://github.com/OSU-NLP-Group/LLM-Planner

[ICCV'23] LLM-Planner: Few-Shot Grounded Planning for Embodied Agents with Large Language Models
https://github.com/OSU-NLP-Group/LLM-Planner

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[ICCV'23] LLM-Planner: Few-Shot Grounded Planning for Embodied Agents with Large Language Models

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README

          

# LLM-Planner: Few-Shot Grounded Planning for Embodied Agents with Large Language Models

Code for [LLM-Planner](https://arxiv.org/abs/2212.04088).

Check [project website](https://dki-lab.github.io/LLM-Planner/) for an overview and a demo.

## What's Here
- `hlp/`: A high-level prompt generator and kNN dataset from our paper. Just bring your low-level controller (and an LLM)!
- `e2e/`: A end-to-end agent that uses a LLM-Planner.

## Quickstart

Check out the `hlp/` and `e2e/` README for more details.

## Implementation Examples
We provide examples of how the community has been using our work. We appreciate everyone's interest!

- **[DEDER](https://arxiv.org/abs/2412.11499)** – *ICML 2024*
- **[ReALFRED](https://arxiv.org/abs/2407.18550)** – *ECCV 2024*
- **[ExRAP](https://proceedings.neurips.cc/paper_files/paper/2024/hash/7bacd0ebd061d4694583ae0eb69ad15f-Abstract-Conference.html)** – *NeurIPS 2024*
- **[FLARE](https://arxiv.org/abs/2412.17288)** – *AAAI 2025*
- **[NeSyC](https://arxiv.org/abs/2503.00870)** – *ICLR 2025*
- **[Socratic Planner](https://arxiv.org/abs/2404.15190)** – *ICRA 2025*

## Acknowledgements

We thank [OSUNLP](https://x.com/osunlp) for providing valuable feedback and suggestions.

## License

- LLM-Planner - MIT License

## Contact

Questions or issues? File an issue or contact [Luke Song](https://chanh.ee)

## Citation Information

```
@InProceedings{song2023llmplanner,
author = {Song, Chan Hee and Wu, Jiaman and Washington, Clayton and Sadler, Brian M. and Chao, Wei-Lun and Su, Yu},
title = {LLM-Planner: Few-Shot Grounded Planning for Embodied Agents with Large Language Models},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV)},
month = {October},
year = {2023},
}
```