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# Diverse Minimum Bayes Risk Decoding

This repository contains the code for the experiments in [Generating Diverse and High-Quality Texts by Minimum Bayes Risk Decoding](https://arxiv.org/abs/2401.05054).
This repository contains the code for the experiments in [Generating Diverse and High-Quality Texts by Minimum Bayes Risk Decoding](https://aclanthology.org/2024.findings-acl.503/).

The code is tested on Ubuntu 20.04 using Python 3.8 and CUDA 11.0 (Docker image nvidia/cuda:11.0.3-cudnn8-devel-ubuntu20.04).
The code is provided mostly as is with little effort on refactoring.
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## Reference

[Jinnai, Y., Honda, U., Morimura, T., & Zhang, P. (2024). Generating Diverse and High-Quality Texts by Minimum Bayes Risk Decoding. arXiv preprint arXiv:2401.05054.](https://arxiv.org/abs/2401.05054)
[Yuu Jinnai, Ukyo Honda, Tetsuro Morimura, and Peinan Zhang. 2024. Generating Diverse and High-Quality Texts by Minimum Bayes Risk Decoding. In Findings of the Association for Computational Linguistics ACL 2024, pages 8494–8525, Bangkok, Thailand and virtual meeting. Association for Computational Linguistics.](https://aclanthology.org/2024.findings-acl.503/)

Bibtex:
```
@article{jinnai2024generating,
title={Generating Diverse and High-Quality Texts by Minimum Bayes Risk Decoding},
author={Yuu Jinnai and Ukyo Honda and Tetsuro Morimura and Peinan Zhang},
year={2024},
journal={arXiv preprint arXiv:2401.05054}
@inproceedings{jinnai-etal-2024-generating,
title = "Generating Diverse and High-Quality Texts by Minimum {B}ayes Risk Decoding",
author = "Jinnai, Yuu and
Honda, Ukyo and
Morimura, Tetsuro and
Zhang, Peinan",
editor = "Ku, Lun-Wei and
Martins, Andre and
Srikumar, Vivek",
booktitle = "Findings of the Association for Computational Linguistics ACL 2024",
month = aug,
year = "2024",
address = "Bangkok, Thailand and virtual meeting",
publisher = "Association for Computational Linguistics",
url = "https://aclanthology.org/2024.findings-acl.503",
pages = "8494--8525",
}
```

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## Acknowledgements

[MS COCO dataset](https://cocodataset.org/#home) is licensed under a [Creative Commons BY 4.0](https://creativecommons.org/licenses/by/4.0/).
[MS COCO dataset](https://cocodataset.org/#home) is licensed under a [Creative Commons BY 4.0](https://creativecommons.org/licenses/by/4.0/).

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