Perturb Your Data: Paraphrase-Guided Training Data Watermarking
Published:Dec 18, 2025 21:17
•1 min read
•ArXiv
Analysis
This article introduces a novel method for watermarking training data using paraphrasing techniques. The approach likely aims to embed a unique identifier within the training data to track its usage and potential leakage. The use of paraphrasing suggests an attempt to make the watermark robust against common data manipulation techniques. The source, ArXiv, indicates this is a pre-print and hasn't undergone peer review yet.
Key Takeaways
- •Proposes a new watermarking technique for training data.
- •Utilizes paraphrasing to embed watermarks.
- •Aims to track data usage and prevent leakage.
- •Published on ArXiv, indicating it's a pre-print.
Reference
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