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@@ -156,7 +156,7 @@ Dataset sourced from **Kaggle Malicious URLs Dataset**:
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  ```
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  @article{maliciousurl2025,
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- author = {r3ddkahili},
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  title = {Fine-Tuned BERT for Malicious URL Detection},
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  year = {2025},
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  institution = {Western Sydney University}
@@ -165,13 +165,7 @@ Dataset sourced from **Kaggle Malicious URLs Dataset**:
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  ---
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- ## Future Work
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- **Improvements Planned:**
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-
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- - **Better phishing URL detection** via adversarial training.
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- - **Deploying as a real-time browser extension.**
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- - **Integration with VirusTotal for enhanced threat intelligence.**
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- - **Expanding detection to identify zero-day threats.**
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-
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- ---
 
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  ```
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  @article{maliciousurl2025,
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+ author = {Gleyzie Tongo},
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  title = {Fine-Tuned BERT for Malicious URL Detection},
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  year = {2025},
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  institution = {Western Sydney University}
 
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  ---
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+ ## Contact
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+ For inquiries, collaborations, or feedback, feel free to reach out via LinkedIn:
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+ 🔗 [Gleyzie Tongo](https://www.linkedin.com/in/gleyzie-tongo-83b454218/)