Update README.md

README.md

@@ -23,7 +23,7 @@ The syntax allows for dynamic combinations of tokens and scalars, enabling class
 
 - **Developers:** IBM Research
 - **GitHub Repository:** https://github.com/BiomedSciAI/biomed-multi-alignment
-- **Paper:** TBD
+- **Paper:** https://arxiv.org/abs/2410.22367
 - **Release Date**: Oct 28th, 2024
 - **License:** [Apache 2.0](https://www.apache.org/licenses/LICENSE-2.0).
 
@@ -45,6 +45,7 @@ from mammal.keys import *
 
 # Load Model
 model = Mammal.from_pretrained("ibm/biomed.omics.bl.sm.ma-ted-458m")
+model.eval()
 
 # Load Tokenizer
 tokenizer_op = ModularTokenizerOp.from_pretrained("ibm/biomed.omics.bl.sm.ma-ted-458m")
@@ -88,10 +89,13 @@ For more advanced usage, see our detailed example at: <LINK>
 
 If you found our work useful, please consider to give a star to the repo and cite our paper:
 ```
-@article{TBD,
-  title={TBD},
-  author={IBM Research Team},
-  jounal={arXiv preprint arXiv:TBD},
-  year={2024}
+@misc{shoshan2024mammalmolecularaligned,
+      title={MAMMAL -- Molecular Aligned Multi-Modal Architecture and Language}, 
+      author={Yoel Shoshan and Moshiko Raboh and Michal Ozery-Flato and Vadim Ratner and Alex Golts and Jeffrey K. Weber and Ella Barkan and Simona Rabinovici-Cohen and Sagi Polaczek and Ido Amos and Ben Shapira and Liam Hazan and Matan Ninio and Sivan Ravid and Michael M. Danziger and Joseph A. Morrone and Parthasarathy Suryanarayanan and Michal Rosen-Zvi and Efrat Hexter},
+      year={2024},
+      eprint={2410.22367},
+      archivePrefix={arXiv},
+      primaryClass={q-bio.QM},
+      url={https://arxiv.org/abs/2410.22367}, 
 }
 ```