update

model_cards/article.md

@@ -51,12 +51,18 @@ The Multitask Text and Chemistry T5 [Christofidellis et al.](https://arxiv.org/p
 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)
 
 ## Citation
-```bib
+```bibtex
 @article{christofidellis2023unifying,
-  title={Unifying Molecular and Textual Representations via Multi-task Language Modelling},
-  author={Christofidellis, Dimitrios and Giannone, Giorgio and Born, Jannis and Winther, Ole and Laino, Teodoro and Manica, Matteo},
-  journal={arXiv preprint arXiv:2301.12586},
-  year={2023}
+  title =    {Unifying Molecular and Textual Representations via Multi-task Language Modelling},
+  author =       {Christofidellis, Dimitrios and Giannone, Giorgio and Born, Jannis and Winther, Ole and Laino, Teodoro and Manica, Matteo},
+  booktitle =    {Proceedings of the 40th International Conference on Machine Learning},
+  pages =    {6140--6157},
+  year =   {2023},
+  volume =   {202},
+  series =   {Proceedings of Machine Learning Research},
+  publisher =    {PMLR},
+  pdf =    {https://proceedings.mlr.press/v202/christofidellis23a/christofidellis23a.pdf},
+  url =    {https://proceedings.mlr.press/v202/christofidellis23a.html},
 }
 ```
 

requirements.txt

@@ -26,6 +26,7 @@ pydantic<2.0.0
 numpy==1.23.5
 lightning-utilities==0.9.0
 pytorch-lightning==1.7.7
+sentence-transformers==2.2.2
 terminator @ git+https://github.com/IBM/regression-transformer@gt4sd
 guacamol_baselines @ git+https://github.com/GT4SD/[email protected]
 moses @ git+https://github.com/GT4SD/[email protected]