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@@ -43,13 +43,11 @@ ethical oversight, and responsible AI usage policies, to prevent harmful applica
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  If you use the trained model checkpoints, datasets or other resources, please use the following citation:
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  ```
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- @misc{dey2025gellmo,
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- title={$\mathtt{GeLLM^3O}$: Generalizing Large Language Models for Multi-property Molecule Optimization},
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  author={Vishal Dey and Xiao Hu and Xia Ning},
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  year={2025},
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- eprint={2502.13398},
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- archivePrefix={arXiv},
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- primaryClass={cs.LG},
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  url={https://arxiv.org/abs/2502.13398},
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  }
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  ```
 
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  If you use the trained model checkpoints, datasets or other resources, please use the following citation:
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  ```
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+ @article{dey2025gellmo,
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+ title={GeLLMO: Generalizing Large Language Models for Multi-property Molecule Optimization},
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  author={Vishal Dey and Xiao Hu and Xia Ning},
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  year={2025},
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+ journal={arXiv preprint arXiv:2502.13398},
 
 
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  url={https://arxiv.org/abs/2502.13398},
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  }
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  ```