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Update README.md

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@@ -183,6 +183,13 @@ The model was evaluated on the standard, unseen **RVL-CDIP Test Split** containi
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  | **Overall Accuracy** | **88.46%** | Solid baseline performance. |
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  | **Top-3 Accuracy** | **95.62%** | Excellent reliability for triage tasks. |
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  #### Detailed Performance Analysis (The "Traffic Light" Report)
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  An analysis of per-class F1-scores reveals distinct tiers of performance:
 
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  | **Overall Accuracy** | **88.46%** | Solid baseline performance. |
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  | **Top-3 Accuracy** | **95.62%** | Excellent reliability for triage tasks. |
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+ #### Confusion Matrix
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+ ![Confusion Matrix](results/cm.png)
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+ #### Detailed Classificatio report
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+ ![Detailed Classification report](results/detailed_classification_report.png)
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  #### Detailed Performance Analysis (The "Traffic Light" Report)
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  An analysis of per-class F1-scores reveals distinct tiers of performance: