Update README.md

README.md

@@ -47,7 +47,7 @@ should probably proofread and complete it, then remove this comment. -->
 
 ## Model Description
 
-This model is a fine-tuned version of `answerdotai/ModernBERT-base` trained on a subset of the SetFit/mnli dataset. It is designed for natural language inference (NLI) tasks, where the goal is to determine the relationship between two text inputs (e.g., entailment, contradiction, or neutrality).
+This model is a fine-tuned version of [`answerdotai/ModernBERT-base`](https://huggingface.co/answerdotai/ModernBERT-base) trained on a subset of the [SetFit/mnli](https://huggingface.co/datasets/SetFit/mnli) dataset. It is designed for natural language inference (NLI) tasks, where the goal is to determine the relationship between two text inputs (e.g., entailment, contradiction, or neutrality).
 
 ## Intended Uses & Limitations
 
@@ -63,7 +63,7 @@ This model is a fine-tuned version of `answerdotai/ModernBERT-base` trained on a
 This model is a starting point for NLI tasks and may need further fine-tuning for domain-specific applications.
 
 
-## Training procedure
+## Training Details:
 
 ### Training hyperparameters
 
@@ -84,4 +84,4 @@ The following hyperparameters were used during training:
 - Tokenizers 0.21.0
 ## References
 
-- **GitHub Repository:** The training code is available at [GitHub Repository Link](https://github.com/sfarrukhm/model_finetune.git).
+- **GitHub Repository:** The training code is available a my [GitHub repository](https://github.com/sfarrukhm/model_finetune.git).