Update README.md

README.md

@@ -224,8 +224,8 @@ The model achieved strong performance on code review tasks, particularly excelli
 The model demonstrates excellent capability in identifying and fixing common Python code issues, with particular strength in security vulnerability detection and code quality improvements.
 
 ## Environmental Impact
-Carbon emissions can be estimated using the Machine Learning Impact calculator presented in Lacoste et al. (2019).
-- Hardware Type: NVIDIA A100 or equivalent
+Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact/#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700).
+- Hardware Type: NVIDIA H100 80GB VRAM
 - Hours used: ~1.5 hours
 - Training Approach: QLoRA for efficient fine-tuning
 
@@ -237,7 +237,7 @@ Carbon emissions can be estimated using the Machine Learning Impact calculator p
 
 ### Compute Infrastructure
 **Hardware**
-- Training performed on GPU cluster with NVIDIA A100/A6000 class hardware
+- Training performed on GPU cluster with NVIDIA H100 80GB VRAM
 
 **Software**
 - Transformers, PEFT, TRL, BitsAndBytes
@@ -245,19 +245,19 @@ Carbon emissions can be estimated using the Machine Learning Impact calculator p
 
 ## Citation
 @misc{alen_philip_george_2025,
-	author       = { Alen Philip George },
-	title        = { Code_Review_Assistant_Model (Revision 233d438) },
-	year         = 2025,
-	url          = { https://huggingface.co/alenphilip/Code_Review_Assistant_Model },
-	doi          = { 10.57967/hf/6836 },
-	publisher    = { Hugging Face }
+  author       = {Alen Philip George},
+  title        = {Code_Review_Assistant_Model (Revision 233d438)},
+  year         = 2025,
+  url          = {https://huggingface.co/alenphilip/Code_Review_Assistant_Model},
+  doi          = {10.57967/hf/6836},
+  publisher    = {Hugging Face}
 }
 ## Model Card Authors
 - Alen Philip George
 
 ## Model Card Contact
 Hugging Face: alenphilip
-LinkedIn: linkedin.com/in/alen-philip-george-130226254
+LinkedIn: [alenphilipgeorge](linkedin.com/in/alen-philip-george-130226254)
 Email: alenphilipgeorge@gmail.com