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ResearchOctober 1, 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…

Mohamed Abouzahra·arXiv — cs.AI
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Key Takeaways
  • 01.Language agents must revise planned actions when evidence changes, permission is revoked, or a stop instruction arrives
  • 02.A useful response is selective: suspend affected actions, preserve unaffected work, and resume only after sufficient repair
  • 03.We introduce NAQD-Env, a…

This material is provided as an extended analytical summary.

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