Updated Readme

README.md

@@ -45,6 +45,17 @@ MedOCR-Vision is a vision-language model fine-tuned specifically for optical cha
 - **Target Modules**: q_proj, k_proj, v_proj, o_proj, gate_proj, up_proj, down_proj, out_proj, fc1, fc2, linear_1, linear_2
 - **Precision**: Mixed (BF16/FP16)
 
+## Performance Highlights
+
+### Model Improvements Over Base Model
+
+Our fine-tuned model demonstrates significant improvements across multiple metrics:
+
+- ✅ **Enhanced Information Extraction**: Captures more complete medical information including headers, test values, and reference ranges
+- ✅ **Better Document Understanding**: Improved coverage of document structure and context
+- ✅ **Medical Domain Specialization**: Superior performance on medical terminology and clinical data
+- ✅ **Comprehensive Coverage**: Extracts significantly more relevant content from medical documents
+
 ## Intended Uses
 
 ### Primary Use Cases
@@ -282,16 +293,12 @@ _ = model.generate(
 - Implement appropriate error handling and validation
 - Consider the implications of automated medical document processing
 
-## Model Card Authors
-
-- **Naazim** (naazimsnh02)
-
 ## Citation
 
 ```bibtex
 @misc{medocr-vision-2025,
   title={MedOCR-Vision: Medical Document OCR with PaddleOCR-VL},
-  author={Naazim},
+  author={Syed Naazim Hussain},
   year={2025},
   publisher={HuggingFace},
   howpublished={\url{https://huggingface.co/naazimsnh02/medocr-vision}}
@@ -300,7 +307,7 @@ _ = model.generate(
 
 ## Additional Resources
 
-- **Code Repository**: https://github.com/Naazimsnh02/medocr-vision
+- **Code Repository**: https://github.com/naazimsnh02/medocr-vision
 - **Training Dataset**: https://huggingface.co/datasets/naazimsnh02/medocr-vision-dataset
 - **Training Notebook**: Available in the repository
 - **ERNIE Challenge**: Submitted for ERNIE AI Developer Challenge
@@ -317,10 +324,6 @@ This model is released under the MIT License. Please refer to individual dataset
 - **LLM Providers**: Nebius and Novita for data processing
 - **PaddleOCR Team**: For the excellent OCR framework
 
-## Model Card Contact
-
-For questions or issues, please open an issue in the [GitHub repository](https://github.com/Naazimsnh02/medocr-vision).
-
 ---
 
 **Model Version**: 1.0