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  example_title: "PII Redaction Example"
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- # Ninja-Masker-2-PII-Redaction
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- This model is designed to redact Personally Identifiable Information (PII) from text using advanced natural language processing techniques. It was fine-tuned on the Ninja-Redact-2-large dataset, specifically for the purpose of redacting PII.
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- ## Model Details
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- - **Language:** English
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- - **Model Type:** Text Classification
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- - **Tags:** Redaction, PII, NLP, Privacy
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- - **License:** Apache 2.0
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- ## Usage
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- The model can be used to automatically identify and redact PII from text, making it suitable for privacy-related applications.
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- ## Training
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- The model was fine-tuned using the Ninja-Redact-2-large dataset and optimized for accuracy and F1 score. Mixed precision and other optimizations were used to ensure the model's efficiency.
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- ## Metrics
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- The model's performance was evaluated based on accuracy and F1 score, ensuring reliable PII redaction capabilities.
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  ![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/6488b81bc6b1f2b4c8d93d4e/kn93E3r_bwBeOzWcEo7gL.jpeg)
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  example_title: "PII Redaction Example"
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  ---
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  ![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/6488b81bc6b1f2b4c8d93d4e/kn93E3r_bwBeOzWcEo7gL.jpeg)
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