Update README.md

README.md

@@ -150,12 +150,12 @@ Which response is of higher overall quality in a medical context? Consider:
 #### Elo Ratings
 |Models|Elo Score|
 |:---:|:---:|
-|Med42-v2-70B| 1764 |
+|**Med42-v2-70B**| 1764 |
 |Llama3-70B-Instruct| 1643 |
 |GPT4-o| 1426 |
 |Llama3-8B-Instruct| 1352 |
 |Mixtral-8x7b-Instruct| 970 |
-|Med42-v2-8B| 924 |
+|**Med42-v2-8B**| 924 |
 |OpenBioLLM-70B| 657 |
 |JSL-MedLlama-3-8B-v2.0| 447 |
 
@@ -170,12 +170,12 @@ Med42-v2 improves performance on every clinical benchmark compared to our previo
 
 |Model|MMLU Pro|MMLU|MedMCQA|MedQA|USMLE|
 |---:|:---:|:---:|:---:|:---:|:---:|
-|Med42v2-70B|64.36|87.12|73.20|79.10|83.80|
-|Med42v2-8B|54.30|75.76|61.34|62.84|67.04|
+|**Med42v2-70B**|64.36|87.12|73.20|79.10|83.80|
+|**Med42v2-8B**|54.30|75.76|61.34|62.84|67.04|
 |OpenBioLLM|64.24|90.40|73.18|76.90|79.01|
 |GPT-4.0<sup>&dagger;</sup>|-|87.00|69.50|78.90|84.05|
 |MedGemini*|-|-|-|84.00|-|
-|Med-PaLM-2(5-shot)*|-|87.77|71.30|79.70|-|
+|Med-PaLM-2 (5-shot)*|-|87.77|71.30|79.70|-|
 |Med42|-|76.72|60.90|61.50|71.85|
 |ClinicalCamel-70B|-|69.75|47.00|53.40|54.30|
 |GPT-3.5<sup>&dagger;</sup>|-|66.63|50.10|50.80|53.00|
@@ -204,8 +204,7 @@ We thank the Torch FSDP team for their robust distributed training framework, th
 ```
 @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},
+  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 Maslenkova, Svetlana and Pimentel, Marco and Rajan, Ronnie and Khan, Shadab},
   year={2024}
 }
 ```