BodhiPromptShield reduces stage-wise privacy propagation in LLM/VLM agents from 10.7% to 7.1% on the Controlled Prompt-Privacy Benchmark by mediating sensitive spans before inference and restoring only at authorized boundaries.
Automated systems for the de-identification of longitudinal clinical narratives: Overview of 2014 i2b2/UTHealth shared task track 1
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BodhiPromptShield: Pre-Inference Prompt Mediation for Suppressing Privacy Propagation in LLM/VLM Agents
BodhiPromptShield reduces stage-wise privacy propagation in LLM/VLM agents from 10.7% to 7.1% on the Controlled Prompt-Privacy Benchmark by mediating sensitive spans before inference and restoring only at authorized boundaries.