Update README.md

added loss vs steps graph and minor text updates

README.md

@@ -141,7 +141,7 @@ The model was trained on a dataset consisting of pairs of natural language instr
 
 #### Training Hyperparameters
 
-- Number of train epochs: 3
+- Number of train epochs: 30
 - Double quant: true
 - Quant type: nf4
 - Bits: 4
@@ -218,6 +218,8 @@ The model was trained on a dataset consisting of pairs of natural language instr
 | 29.07 | 0.138704 | 0.0353 | 9800 |
 | 29.66 | 0.216177 | 0.0312 | 10000 |
 
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/65e20784f70c00af9691d07b/kcg17I-kDF3j49eLo-g5B.png)
+
 ### Results
 
 #### Summary
@@ -235,7 +237,7 @@ Initial evaluations show promising results in generating syntactically correct S
 ## Citation [optional]
 
 **BibTeX:**
-
+```
 @misc{lozhkov2024starcoder,
       title={StarCoder 2 and The Stack v2: The Next Generation}, 
       author={Anton Lozhkov and Raymond Li and Loubna Ben Allal and Federico Cassano and Joel Lamy-Poirier and Nouamane Tazi and Ao Tang and Dmytro Pykhtar and Jiawei Liu and Yuxiang Wei and Tianyang Liu and Max Tian and Denis Kocetkov and Arthur Zucker and Younes Belkada and Zijian Wang and Qian Liu and Dmitry Abulkhanov and Indraneil Paul and Zhuang Li and Wen-Ding Li and Megan Risdal and Jia Li and Jian Zhu and Terry Yue Zhuo and Evgenii Zheltonozhskii and Nii Osae Osae Dade and Wenhao Yu and Lucas Krauß and Naman Jain and Yixuan Su and Xuanli He and Manan Dey and Edoardo Abati and Yekun Chai and Niklas Muennighoff and Xiangru Tang and Muhtasham Oblokulov and Christopher Akiki and Marc Marone and Chenghao Mou and Mayank Mishra and Alex Gu and Binyuan Hui and Tri Dao and Armel Zebaze and Olivier Dehaene and Nicolas Patry and Canwen Xu and Julian McAuley and Han Hu and Torsten Scholak and Sebastien Paquet and Jennifer Robinson and Carolyn Jane Anderson and Nicolas Chapados and Mostofa Patwary and Nima Tajbakhsh and Yacine Jernite and Carlos Muñoz Ferrandis and Lingming Zhang and Sean Hughes and Thomas Wolf and Arjun Guha and Leandro von Werra and Harm de Vries},
@@ -244,16 +246,13 @@ Initial evaluations show promising results in generating syntactically correct S
       archivePrefix={arXiv},
       primaryClass={cs.SE}
 }
+```
 
 **APA:**
 
-Starcoder2-3B:
-Author(s). (Year). Title [Software]. Available from URL
-BigCode Team. (2024). Starcoder2-3B [Software]. Available from https://huggingface.co/bigcode/starcoder2-3b
+Starcoder2-3B: BigCode Team. (2024). Starcoder2-3B [Software]. Available from https://huggingface.co/bigcode/starcoder2-3b
 
-AlfredPros Smart Contracts Instructions:
-Author(s). (Year). Title [Data set]. Available from URL
-AlfredPros. (2023). Smart Contracts Instructions [Data set]. Available from https://huggingface.co/datasets/AlfredPros/smart-contracts-instructions
+AlfredPros Smart Contracts Instructions: AlfredPros. (2023). Smart Contracts Instructions [Data set]. Available from https://huggingface.co/datasets/AlfredPros/smart-contracts-instructions
 
 ## Model Card Contact