A learned stochastic embedding obfuscator, the Stained Glass Transform, is claimed to reduce mutual information between prompts and their server-side representations while preserving LLM utility.
How to keep text private? a systematic review of deep learning methods for privacy-preserving natural language processing,
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Learning Obfuscations Of LLM Embedding Sequences: Stained Glass Transform
A learned stochastic embedding obfuscator, the Stained Glass Transform, is claimed to reduce mutual information between prompts and their server-side representations while preserving LLM utility.