Update README.md

README.md

@@ -5,12 +5,26 @@ base_model:
 pipeline_tag: text-generation
 ---
 
-# CodeLlama-13b-MORepair
-
 CodeLlama-13b-MORepair is a program repair model fine-tuned from CodeLlama-13b-instruct using a novel multi-objective fine-tuning framework called MOREPAIR. This model is specifically designed to improve automated program repair capabilities by learning both code transformations and repair logic reasoning.
 
 [Paper](https://arxiv.org/abs/2404.12636) | [Code](https://github.com/buaabarty/morepair)
 
+## Citation
+
+If you use this model in your research, please cite:
+```bibtex
+@article{10.1145/3735129,
+author = {Yang, Boyang and Tian, Haoye and Ren, Jiadong and Zhang, Hongyu and Klein, Jacques and Bissyande, Tegawende and Le Goues, Claire and Jin, Shunfu},
+title = {MORepair: Teaching LLMs to Repair Code via Multi-Objective Fine-Tuning},
+year = {2025},
+publisher = {Association for Computing Machinery},
+issn = {1049-331X},
+url = {https://doi.org/10.1145/3735129},
+doi = {10.1145/3735129},
+journal = {ACM Trans. Softw. Eng. Methodol.},
+}
+```
+
 ## Model Description
 
 - **Base Model**: CodeLlama-13b-instruct
@@ -134,22 +148,4 @@ print(fixed_code)
 - **Context Window**: Same as CodeLlama-13b-instruct
 - **Input Format**: Code snippets with optional repair guidance
 
-## Citation
-
-If you use this model in your research, please cite:
-```bibtex
-@article{10.1145/3735129,
-author = {Yang, Boyang and Tian, Haoye and Ren, Jiadong and Zhang, Hongyu and Klein, Jacques and Bissyande, Tegawende and Le Goues, Claire and Jin, Shunfu},
-title = {MORepair: Teaching LLMs to Repair Code via Multi-Objective Fine-Tuning},
-year = {2025},
-publisher = {Association for Computing Machinery},
-issn = {1049-331X},
-url = {https://doi.org/10.1145/3735129},
-doi = {10.1145/3735129},
-journal = {ACM Trans. Softw. Eng. Methodol.},
-}
-```
-
-## Acknowledgments
 
-This model builds upon the CodeLlama model family developed by Meta AI and incorporates the MOREPAIR framework for enhanced program repair capabilities.