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rand0musername committed Dec 20, 2024
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category: other
title: "Probing Google DeepMind's SynthID-Text Watermark"
blogpost-authors: "Nikola Jovanović, Thibaud Gloaguen, Martin Vechev"
date: 2004-12-20
date: 2024-12-20
thumbnail: thumbnails/probingsynthid.svg
image: assets/blog/fb_preview/probingsynthid.jpg
usemathjax: true
draft: true
tldr: >
Google DeepMind's SynthID-Text is the first large-scale LLM watermark deployment. In our evaluation we find that (1) the presence of SynthID-Text can be easily detected using black-box queries; (2) it is more resistant to spoofing than other SOTA schemes; (3) attempts to spoof it leave discoverable clues; and (4) it is easier to scrub than other SOTA schemes even for naive adversaries.
Leveraging our recent work, we provide ablations and insights into individual components of SynthID-Text from an adversarial perspective, and identify a range of research questions that could be studied in the future.
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