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Mohamed Abouzahra

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#artificial intelligence Preprint Sep 2026

NAQD Env: A benchmark for selective withdrawal in language agents

Language agents must revise planned actions when evidence changes, permission is revoked, or a stop instruction arrives. A useful response is selective: suspend affected actions, preserve unaffected work, and resume only after sufficient repair. We introduce NAQD-Env, a synthetic environment that evaluates these decisi...

Mohamed Abouzahra · 0 citations

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