Update README.md

README.md

@@ -82,6 +82,34 @@ The fine-tuning process resulted in significant performance improvements:
 
 These scores reflect the model’s enhanced ability to capture the key elements of the source text and produce coherent summaries that are faithful to the original content.
 
+## Comparing Performance to Base Model
+
+To illustrate the improvements made by the BART-Large-CNN-Enhanced model, we used the same article featured on the base model's widget, allowing for a direct summary comparison. The article describes the Eiffel Tower, its dimensions, and its historical significance. Below are the summaries generated by both models:
+
+### Given Article
+The tower is 324 metres (1,063 ft) tall, about the same height as an 81-storey building, and the tallest structure in Paris. Its base is square, measuring 125 metres (410 ft) on each side. During its construction, the Eiffel Tower surpassed the Washington Monument to become the tallest man-made structure in the world, a title it held for 41 years until the Chrysler Building in New York City was finished in 1930. It was the first structure to reach a height of 300 metres. Due to the addition of a broadcasting aerial at the top of the tower in 1957, it is now taller than the Chrysler Building by 5.2 metres (17 ft). Excluding transmitters, the Eiffel Tower is the second tallest free-standing structure in France after the Millau Viaduct.
+
+### Summary by BART-Large-CNN-Enhanced
+The tower is 324 metres (1,063 ft) tall, about the same height as an 81-storey building, and the tallest structure in Paris. During its construction, the Eiffel Tower surpassed the Washington Monument to become the tallest man-made structure in the world.
+
+### Summary by Facebook's BART-Large-CNN
+The tower is 324 metres (1,063 ft) tall, about the same height as an 81-storey building. Its base is square, measuring 125 metres (410 ft) on each side. During its construction, the Eiffel Tower surpassed the Washington Monument to become the tallest man-made structure in the world.
+
+### Analysis
+- **Coverage**:
+  - **Enhanced Model**: Includes key details such as the Eiffel Tower being the tallest structure in Paris and its historical significance in surpassing the Washington Monument.
+  - **Base Model**: Provides additional details about the base dimensions but omits the detail about the Eiffel Tower being the tallest structure in Paris.
+
+- **Conciseness**:
+  - **Enhanced Model**: More concise, focusing on the most critical historical and current facts.
+  - **Base Model**: Slightly longer, with extra details about the base dimensions.
+
+- **Relevance**:
+  - **Enhanced Model**: Captures the most relevant details, making it more informative for someone looking for key highlights.
+  - **Base Model**: Adds context with base dimensions, which might be less critical depending on the summary's intended use.
+
+This comparison highlights the BART-Large-CNN-Enhanced model's improved ability to generate more concise and relevant summaries by focusing on significant details, such as the Eiffel Tower being the tallest structure in Paris, which the base model missed. This makes the enhanced model more effective for generating high-impact summaries for users seeking essential information quickly.
+
 ### Overall Appraisal
 The BART-Large-CNN-Enhanced model demonstrates remarkable improvements and solidifies its position as a robust tool for text summarization. Here are the key points of its appraisal: