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Twitter

Rampart: An On-Device ONNX Model for PII Detection and Client-Side Redaction

7h ago· 16 min readen

Summary

Rampart is a 14.7 MB ONNX token-classification model for on-device detection of personally identifiable information (PII) in text, released by National Design Studio. It serves as the client-side component of a defense-in-depth redaction system, running alongside a deterministic recognizer layer for structured identifiers. The model card documents only the released ONNX artifact, noting that alternative configurations (ELECTRA-small base, prefilter-off training variant, leaner data) were explored during model selection.

Source

Twitter / XRampart: An On-Device ONNX Model for PII Detection and Client-Side Redactionhuggingface.co

Key quotes

· 5 pulled
rampart is a 14.7 MB ONNX token-classification model that detects personally identifiable information (PII) in text before it leaves the user's device.
It is the on-device half of Rampart, a defense-in-depth client-side redaction system released by National Design Studio.
The shipped artifact runs alongside a deterministic recognizer layer that handles structured identifiers; together they form the complete system.
This card documents the released artifact only.
We're on a journey to advance and democratize artificial intelligence through open source and open science.
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We’re on a journey to advance and democratize artificial intelligence through open source and open science.

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