Update README.md

README.md

@@ -48,7 +48,7 @@ LLaMat-2-Chat is designed to assist researchers, scientists, and industry profes
 - Assisting in literature review and knowledge discovery.
 - Supporting research-driven natural language queries related to material science.
 
-This model is intended for academic and industrial research purposes. It is not optimized for general-purpose language tasks or domains outside material science and chemistry, but it's english performance matches that of Meta LLaMA-2. 
+This model is intended for academic and industrial research purposes. 
 
 ---
 
@@ -103,13 +103,6 @@ detailed results and comparison with existing models can be read from  [Foundati
 If you use LLaMat-2-Chat in your research, please cite our work:
 
 ```
-<!-- @article{LLaMat-2,
-  author    = {Vaibhav Mishra, Somaditya Singh},
-  title     = {Foundational Large Language Models for Materials Research},
-  journal   = {arXiv preprint arXiv:2412.09560},
-  year      = {2024},
-  url       = {https://arxiv.org/abs/2412.09560}
-} -->
 @article{LLaMat-2,
   author    = {Vaibhav Mishra and Somaditya Singh and Dhruv Ahlawat and Mohd Zaki and Vaibhav Bihani and Hargun Singh Grover and Biswajit Mishra and Santiago Miret and Mausam and N. M. Anoop Krishnan},
   title     = {Foundational Large Language Models for Materials Research},