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20232026
most citedScaling Down to Scale Up: A Cost-Benefit Analysis of Replacing OpenAI's LLM with Open Source SLMs in Production

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cs.CR2026

Evaluation of Prompt Injection Defenses in Large Language Models

Priyal Deep, Shane Emmons, Amy Fox +4

LLM-powered applications routinely embed secrets in system prompts, yet models can be tricked into revealing them. We built an adaptive attacker that evolves its strategies over hu…