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cs.AI2026
Where Instruction Hierarchy Breaks: Diagnosing and Repairing Failures in Reasoning Language Models
Sanjay Kariyappa, G. Edward Suh
Reasoning language models deployed in agentic workflows must follow an instruction hierarchy: when instructions from different sources conflict, the model should obey the highest-p…
cs.AI2025
Stronger Enforcement of Instruction Hierarchy via Augmented Intermediate Representations
Sanjay Kariyappa, G. Edward Suh
Prompt injection attacks are a critical security vulnerability in large language models (LLMs), allowing attackers to hijack model behavior by injecting malicious instructions with…