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Paper · arXiv

Omission Constraints Decay While Commission Constraints Persist in Long-Context LLM Agents

LLM agents deployed in production operate under operator-defined behavioral policies (system-prompt instructions such as prohibitions on credential disclosure, data exfiltration, and unauthorized output) that safety evaluations assume hold throughout a conversation. Prohibition-type constraints decay under context pressure while requirement-type constraints persist; we term this asymmetry Security-Recall Divergence (SRD). In a 4,416-trial three-arm causal study across 12 models and 8 providers at six conversation depths, omission compliance falls from 73% at turn 5 to 33% at turn 16 while commission compliance holds at 100% (Mistral Large 3, $p < 10^{-33}$). In the two models with token-m...

AuthorsYeran Gamage
Primary categorycs.CR
Published22 April 2026
Last updated at source22 April 2026
cs.CRcs.AI
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