Update README.md

README.md

@@ -20,7 +20,7 @@ ALLaM-Thinking is an advanced Arabic Large Language Model specifically optimized
 - **Arabic-First Design**: Built from the ground up to excel at understanding and generating high-quality Arabic text
 - **Enhanced Reasoning**: Specialized in step-by-step problem solving, particularly for mathematical questions
 - **Optimized Performance**: Accelerated using Unsloth for faster inference and reduced computational requirements
-- **GRPO Implementation**: Utilizes Generalized Reinforced Preference Optimization for improved alignment
+- **GRPO Implementation**: Utilizes Group Relative Policy Optimization for improved alignment
 
 ## Usage Example
 
@@ -79,13 +79,13 @@ ALLaM-Thinking was trained using a combination of techniques:
 
 - Base architecture fine-tuned on diverse Arabic datasets
 - GRPO (Generalized Reinforced Preference Optimization) for better alignment
-- Specialized training on mathematical reasoning and step-by-step problem solving
+- Specialized training on mathematical reasoning and step-by-step problem-solving
 
 ## Performance
 
 ALLaM-Thinking demonstrates strong capabilities in:
 
-- Mathematical problem solving with step-by-step reasoning
+- Mathematical problem-solving with step-by-step reasoning
 - Logical analysis and deduction
 - Maintaining coherence in long-form responses
 - Domain-specific reasoning in technical fields
@@ -93,7 +93,7 @@ ALLaM-Thinking demonstrates strong capabilities in:
 ## Limitations
 
 - Model outputs should always be verified by human experts, especially for critical applications
-- May occasionally produce incorrect mathematical reasoning despite step-by-step approach
+- May occasionally produce incorrect mathematical reasoning despite the step-by-step approach
 - Limited context window compared to some larger models
 - Performance may vary based on query complexity and domain specificity
 
@@ -103,7 +103,7 @@ If you use ALLaM-Thinking in your research or applications, please cite:
 
 ```bibtex
 @misc{almaghrabima2025allam,
-  author = {Al-Maghrabima Research},
+  author = {Mohammed Al-Maghrabi Research},
   title = {ALLaM-Thinking: Arabic Large Language Model with Enhanced Reasoning Capabilities},
   year = {2025},
   publisher = {Hugging Face},