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Model-agnostic PII detection with LLMs

AWS Machine Learning · published 10 September 2026

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https://github.com/aws-samples/sample-llm-pii-detection

github.com

https://aws.amazon.com/bedrock/

aws.amazon.com

https://github.com/openai/privacy-filter

github.com

https://github.com/aws-samples/sample-llm-pii-detection/blob/mainline/pii_detector/templates.py

github.com

https://github.com/aws-samples/sample-llm-pii-detection/blob/mainline/pii_detector/bedrock_inferencer.py

github.com

https://docs.aws.amazon.com/bedrock/latest/APIReference/API_runtime_Converse.html

docs.aws.amazon.com

https://github.com/aws-samples/sample-llm-pii-detection/blob/mainline/pii_detector/detector.py

github.com

https://docs.aws.amazon.com/bedrock/latest/userguide/model-access.html

docs.aws.amazon.com

https://docs.aws.amazon.com/bedrock/latest/userguide/models-regions.html

docs.aws.amazon.com

https://github.com/aws-samples/sample-llm-pii-detection/blob/mainline/examples/detect.py

github.com

https://huggingface.co/datasets/ai4privacy/open-pii-masking-500k-ai4privacy

huggingface.co

https://huggingface.co/datasets/ai4privacy/pii-masking-300k

huggingface.co

https://huggingface.co/datasets/gretelai/gretel-pii-masking-en-v1

huggingface.co

https://huggingface.co/datasets/Isotonic/pii-masking-200k

huggingface.co

https://huggingface.co/datasets/nvidia/Nemotron-PII

huggingface.co

https://github.com/aws-samples/sample-llm-pii-detection/blob/mainline/docs/benchmarks.md

github.com

https://console.aws.amazon.com/bedrock/

console.aws.amazon.com

https://docs.aws.amazon.com/bedrock/

docs.aws.amazon.com

https://aws.amazon.com/blogs/machine-learning/evaluate-large-language-models-for-quality-and-responsibility/

aws.amazon.com

https://aws.amazon.com/blogs/machine-learning/redact-sensitive-data-from-streaming-data-in-near-real-time-using-amazon-comprehend-and-amazon-kinesis-data-firehose/

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