# NAQD Env: A benchmark for selective withdrawal in language agents

**Published:** October 1, 2026
**Author:** Mohamed Abouzahra
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/articles/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…

> From the original source: **arXiv — cs.AI**
> [Read full article at arXiv — cs.AI](https://arxiv.org/abs/2609.38460)

**Tags:** #arXiv

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