Junhong Shen

Soft Prompt Tuning via Differential Privacy: Balancing Accuracy and Privacy in Language Models

2025 · Preprints.org

Despite its effectiveness, soft prompt tuning approach raises concerns about privacy---we might risk disclosing sensitive information about individuals represented in the data if attackers carefully inspect the learned prompts. To address privacy issues in general, …