Improving Privacy Benefits of Redaction

TL;DR

This paper introduces a new redaction method for sanitizing natural text data that enhances privacy protection while reducing the extent of redaction needed, outperforming existing techniques.

Contribution

The paper presents a novel redaction approach that improves privacy benefits and minimizes redacted content compared to prior methods.

Findings

Provides better privacy protection than existing techniques

Achieves lower redaction levels while maintaining privacy

Outperforms state-of-the-art redaction methods

Abstract

We propose a novel redaction methodology that can be used to sanitize natural text data. Our new technique provides better privacy benefits than other state of the art techniques while maintaining lower redaction levels.