Papers by Joshua H. Levy
RAPIDS: Resume Attack Prompt Injection Detection at Scale (2026.acl-industry)
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| Challenge: | Existing generic prompt injection detectors lack domain specificity needed for nuanced resume attacks. |
| Approach: | They propose a scalable detection framework that uses a synthetically generated dataset to address data scarcity in this domain. |
| Outcome: | The proposed framework outperforms the best off-the-shelf detector by over 50% in relative F1 and approaches frontier LLM accuracy. |