Syntactic Framing Fragility: An Audit of Robustness in LLM Ethical Decisions

Katherine Elkins, Jon Chun

Large language models exhibit systematic negation sensitivity, yet no operational framework exists to measure this vulnerability at deployment scale, especially in high-stakes deci…