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@@ -23,7 +23,7 @@ for the tasks of Forward reaction prediction, Retrosynthesis, Molecular captioni
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  N.A.
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  **Paper or other resource for more information**:
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- The Multitask Text and Chemistry T5 [Christofidellis et al.](https://arxiv.org/pdf/2301.12586.pdf)
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  **License**: MIT
@@ -32,11 +32,17 @@ The Multitask Text and Chemistry T5 [Christofidellis et al.](https://arxiv.org/p
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  ## Citation
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  ```bib
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- @article{christofidellis2023unifying,
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- title={Unifying Molecular and Textual Representations via Multi-task Language Modelling},
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- author={Christofidellis, Dimitrios and Giannone, Giorgio and Born, Jannis and Winther, Ole and Laino, Teodoro and Manica, Matteo},
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- journal={arXiv preprint arXiv:2301.12586},
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- year={2023}
 
 
 
 
 
 
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  }
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  ```
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  N.A.
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  **Paper or other resource for more information**:
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+ The Multitask Text and Chemistry T5 [Christofidellis et al.(2023)](https://proceedings.mlr.press/v202/christofidellis23a.html)
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  **License**: MIT
 
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  ## Citation
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  ```bib
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+ @inproceedings{christofidellis2023unifying,
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+ title = {Unifying Molecular and Textual Representations via Multi-task Language Modelling},
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+ author = {Christofidellis, Dimitrios and Giannone, Giorgio and Born, Jannis and Winther, Ole and Laino, Teodoro and Manica, Matteo},
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+ booktitle = {Proceedings of the 40th International Conference on Machine Learning},
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+ pages = {6140--6157},
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+ year = {2023},
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+ volume = {202},
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+ series = {Proceedings of Machine Learning Research},
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+ publisher = {PMLR},
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+ pdf = {https://proceedings.mlr.press/v202/christofidellis23a/christofidellis23a.pdf},
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+ url = {https://proceedings.mlr.press/v202/christofidellis23a.html},
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  }
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  ```
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