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  1. model_cards/article.md +11 -5
  2. requirements.txt +1 -0
model_cards/article.md CHANGED
@@ -51,12 +51,18 @@ The Multitask Text and Chemistry T5 [Christofidellis et al.](https://arxiv.org/p
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  Model card prototype inspired by [Mitchell et al. (2019)](https://dl.acm.org/doi/abs/10.1145/3287560.3287596?casa_token=XD4eHiE2cRUAAAAA:NL11gMa1hGPOUKTAbtXnbVQBDBbjxwcjGECF_i-WC_3g1aBgU1Hbz_f2b4kI_m1in-w__1ztGeHnwHs)
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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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  Model card prototype inspired by [Mitchell et al. (2019)](https://dl.acm.org/doi/abs/10.1145/3287560.3287596?casa_token=XD4eHiE2cRUAAAAA:NL11gMa1hGPOUKTAbtXnbVQBDBbjxwcjGECF_i-WC_3g1aBgU1Hbz_f2b4kI_m1in-w__1ztGeHnwHs)
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  ## Citation
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+ ```bibtex
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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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+ 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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requirements.txt CHANGED
@@ -26,6 +26,7 @@ pydantic<2.0.0
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  numpy==1.23.5
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  lightning-utilities==0.9.0
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  pytorch-lightning==1.7.7
 
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  terminator @ git+https://github.com/IBM/regression-transformer@gt4sd
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  guacamol_baselines @ git+https://github.com/GT4SD/guacamol_baselines.git@v0.0.2
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  moses @ git+https://github.com/GT4SD/moses.git@v0.1.0
 
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  numpy==1.23.5
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  lightning-utilities==0.9.0
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  pytorch-lightning==1.7.7
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+ sentence-transformers==2.2.2
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  terminator @ git+https://github.com/IBM/regression-transformer@gt4sd
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  guacamol_baselines @ git+https://github.com/GT4SD/guacamol_baselines.git@v0.0.2
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  moses @ git+https://github.com/GT4SD/moses.git@v0.1.0