Change lora repository name in readme

README.md

@@ -43,7 +43,7 @@ This Multi-Task model achieves **85.4% overall accuracy**, significantly outperf
 | **Twitter Financial News** | **83.3%** | 80.5% |
 | **FiQA** (Forums) | **81.5%** | 72.6% |
 
-> **Note:** For edge deployment or low-memory environments, check out the [LoRA version](https://huggingface.co/pmatorras/finbert-lora-financial-sentiment) which reduces storage by 99% (5MB vs 420MB).
+> **Note:** For edge deployment or low-memory environments, check out the [LoRA version](https://huggingface.co/pmatorras/financial-sentiment-analysis-lora) which reduces storage by 99% (5MB vs 420MB).
 
 ## Architecture
 
@@ -81,9 +81,3 @@ print(probabilities)
 - **Optimizer**: AdamW
 - **Loss Function**: Weighted sum of Cross-Entropy (Classification) and MSE (Regression).
 - **Compute**: Trained on NVIDIA RTX 4050.
-
-
-### Key Features of this Card:
--  **YAML Header:** Enables the "Hosted Inference API" widget on the right side of the page so people can test it instantly.
--   **Cross-Linking:** It links to your GitHub, your Website, and the LoRA version.
--   **Usage Snippet:** Essential for developers to copy-paste and run.