A single lock on a door isn't enough. Real security is about layers.
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A single lock on a door isn't enough. Real security is about layers.
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The same is true for AI privacy. A new paper, "Whispered Tuning", offers a fantastic layered solution that aims to fortify LLMs against privacy infringements.
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The same is true for AI privacy. A new paper, "Whispered Tuning", offers a fantastic layered solution that aims to fortify LLMs against privacy infringements.
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We're proud that the first, essential layer, a high-precision PII redaction model was built on the foundation of the Ai4Privacy/pii-65k dataset.
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We're proud that the first, essential layer, a high-precision PII redaction model was built on the foundation of the Ai4Privacy/pii-65k dataset.
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Our dataset provided the necessary training material for their initial anonymization step, which then enabled them to develop further innovations like differential privacy fine-tuning and output filtering. This is a win-win: our data helps create a solid base, and researchers build powerful, multi-stage privacy architectures on top of it.
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Our dataset provided the necessary training material for their initial anonymization step, which then enabled them to develop further innovations like differential privacy fine-tuning and output filtering. This is a win-win: our data helps create a solid base, and researchers build powerful, multi-stage privacy architectures on top of it.
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Together, we're making AI safer.
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Together, we're making AI safer.
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🔗 Read the full paper to see how a strong foundation enables a complete privacy solution: 
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🔗 Read the full paper to see how a strong foundation enables a complete privacy solution: 
https://www.scirp.org/journal/paperinformation?paperid=130659
https://www.scirp.org/journal/paperinformation?paperid=130659
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🚀 Stay updated on the latest in privacy-preserving AI—follow us on LinkedIn: 
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🚀 Stay updated on the latest in privacy-preserving AI—follow us on LinkedIn: 
https://www.linkedin.com/company/ai4privacy/posts/
https://www.linkedin.com/company/ai4privacy/posts/
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A single lock on a door isn't enough. Real security is about layers.

The same is true for AI privacy. A new paper, "Whispered Tuning", offers a fantastic layered solution that aims to fortify LLMs against privacy infringements.

We're proud that the first, essential layer, a high-precision PII redaction model was built on the foundation of the Ai4Privacy/pii-65k dataset.

Our dataset provided the necessary training material for their initial anonymization step, which then enabled them to develop further innovations like differential privacy fine-tuning and output filtering. This is a win-win: our data helps create a solid base, and researchers build powerful, multi-stage privacy architectures on top of it.

Together, we're making AI safer.

🔗 Read the full paper to see how a strong foundation enables a complete privacy solution: https://www.scirp.org/journal/paperinformation?paperid=130659

🚀 Stay updated on the latest in privacy-preserving AI—follow us on LinkedIn: https://www.linkedin.com/company/ai4privacy/posts/
👀
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