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arXiv — cs.AI

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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…

arXiv — cs.AIBy: Mohamed AbouzahraOctober 1, 2026 (Oct 1)
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AI Summary & Key Takeaways

  • 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…
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NAQD Env: A benchmark for selective withdrawal in language agents

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