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# Tree of Thoughts (ToT)
Offical implementation (code, prompts, model outputs) for paper [Tree of Thoughts: Deliberate Problem Solving with Large Language Models](https://arxiv.org/abs/2305.10601).
# Offical Repo of Tree of Thoughts (ToT)
Offical implementation for paper [Tree of Thoughts: Deliberate Problem Solving with Large Language Models](https://arxiv.org/abs/2305.10601) with code, prompts, model outputs.
Also check [its tweet thread](https://twitter.com/ShunyuYao12/status/1659357547474681857) in 1min.
**Note: https://github.com/kyegomez/tree-of-thoughts is not the offical/correct implementation for the results in the paper. Please check https://github.com/ysymyth/tree-of-thought-llm/issues/17**
Please cite the paper and star this repo if you use ToT and find it interesting/useful. Thanks!
```bibtex
@misc{yao2023tree,
title={{Tree of Thoughts}: Deliberate Problem Solving with Large Language Models},
author={Shunyu Yao and Dian Yu and Jeffrey Zhao and Izhak Shafran and Thomas L. Griffiths and Yuan Cao and Karthik Narasimhan},
year={2023},
eprint={2305.10601},
archivePrefix={arXiv},
primaryClass={cs.CL}
}
```
## Setup
You need to first have an OpenAI API key and store it in the environment variable ``OPENAI_API_KEY`` (see [here](https://help.openai.com/en/articles/5112595-best-practices-for-api-key-safety)). If you use custom base url, set it by environment variable ``OPENAI_API_BASE`` (e.g. https://api.openai.com/v1).
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## Questions
Feel free to contact shunyuyao.cs@gmail.com or open an issue if you have any questions.
## Citation
```bibtex
@misc{yao2023tree,
title={{Tree of Thoughts}: Deliberate Problem Solving with Large Language Models},
author={Shunyu Yao and Dian Yu and Jeffrey Zhao and Izhak Shafran and Thomas L. Griffiths and Yuan Cao and Karthik Narasimhan},
year={2023},
eprint={2305.10601},
archivePrefix={arXiv},
primaryClass={cs.CL}
}
```