Update README.md

README.md

@@ -97,12 +97,16 @@ response = tokenizer.batch_decode(generated_ids, skip_special_tokens=True)[0]
 ```
 ## Evaluation and Performance
 
-| Models | HUMANEVALEDIT | CANITEDIT | AIDER | POLYGLOT |
+| Models | HUMANEVALFIX | CANITEDIT | AIDER | POLYGLOT |
 |--------|---------------|-----------|-------|----------|
 | QwenCoder-2.5-3B | 73.2 | 37.1 | 36.8 | - |
 | QwenCoder-2.5-3B-LoRA | 64.6 | 36.2 | 35.8 | - |
 | QwenCoder-2.5-3B-SFT | 76.2 | 32.4 | 30.1 | - |
 | **NextCoder-3B** | 75.6 | 42.4 | 37.6 | - |
+| QwenCoder-2.5-7B | 73.8 | 48.1 | 59.4 | - |
+| QwenCoder-2.5-7B-LoRA | 70.7 | 44.3 | 40.6 | - |
+| QwenCoder-2.5-7B-SFT | 70.1 | 36.7 | 48.9 | - |
+| **NextCoder-7B** | 81.1 | 50.5 | 65.7 | - |
 | QwenCoder-2.5-14B | 87.8 | 58.1 | 66.9 | 9.3 |
 | QwenCoder-2.5-14B-LoRA | 78.0 | 50.9 | 66.2 | 5.3 |
 | QwenCoder-2.5-14B-SFT | 79.9 | 42.4 | 36.8 | 3.1 |
@@ -119,13 +123,11 @@ response = tokenizer.batch_decode(generated_ids, skip_special_tokens=True)[0]
 ## Citation
 
 ```bibtex
-@misc{aggarwal2025robustlearningdiversecode,
-      title={Robust Learning of Diverse Code Edits}, 
-      author={Tushar Aggarwal and Swayam Singh and Abhijeet Awasthi and Aditya Kanade and Nagarajan Natarajan},
-      year={2025},
-      eprint={2503.03656},
-      archivePrefix={arXiv},
-      primaryClass={cs.SE},
-      url={https://arxiv.org/abs/2503.03656}, 
+@inproceedings{aggarwal2025nextcoder,
+author = {Aggarwal, Tushar and Singh, Swayam and Awasthi, Abhijeet and Kanade, Aditya and Natarajan, Nagarajan},
+title = {NextCoder: Robust Adaptation of Code LMs to Diverse Code Edits},
+booktitle = {International Conference on Machine Learning},
+year = {2025},
+url = {https://www.microsoft.com/en-us/research/publication/nextcoder-robust-adaptation-of-code-lms-to-diverse-code-edits/},
 }
 ```