Update README.md

README.md

@@ -11,14 +11,14 @@ pipeline_tag: text-generation
 inference: false
 license_name: llama3
 ---
-# **Med42-v2 - Clinical Large Language Models**
+# **Med42-v2 - A Suite of Clinically-aligned Large Language Models**
 Med42-v2 is a suite of open-access clinical large language models (LLM) instruct and preference-tuned by M42 to expand access to medical knowledge. Built off LLaMA-3 and comprising either 8 or 70 billion parameters, these generative AI system provide high-quality answers to medical questions.
 
 ## Key performance metrics:
 
 - Med42-v2-70B outperforms GPT-4.0 in most of the MCQA tasks.
 - Med42-v2-70B achieves a MedQA zero-shot performance of 79.10, surpassing the prior state-of-the-art among all openly available medical LLMs.
-- Med42-v2-70B sit at the top of the Clinical Elo Rating Leaderboard.
+- Med42-v2-70B sits at the top of the Clinical Elo Rating Leaderboard.
 
 |Models|Elo Score|
 |:---:|:---:|
@@ -195,12 +195,16 @@ Please report any software "bug" or other problems through one of the following
 - M42’s privacy policy available at [https://m42.ae/privacy-policy/](https://m42.ae/privacy-policy/)
 - Reporting violations of the Acceptable Use Policy or unlicensed uses of Med42: <med42@m42.ae>
 
+## Acknowledgements
+
+
+
 ## Citation
 ```
-@article{christophe2023med42,
-  title={Med42v2},
-  author={Christophe, Cl{\'e}ment and Hayat, Nasir and Kanithi, Praveen and Al-Mahrooqi, Ahmed and Munjal, Prateek and Pimentel, Marco and Raha, Tathagata and Rajan, Ronnie and Khan, Shadab},
+@article{christophe2024med42,
+  title={Med42-v2 - A Suite of Clinically-aligned Large Language Models},
+  author={Christophe, Cl{\'e}ment and Raha, Tathagata and Hayat, Nasir and Kanithi, Praveen and Al-Mahrooqi, Ahmed and Munjal, Prateek and Saadi, Nada and Javed, Hamza and Salman, Umar and Pimentel, Marco and Rajan, Ronnie and Khan, Shadab},
   journal={M42},
-  year={2023}
+  year={2024}
 }
 ```